{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from scipy.stats import norm, linregress\n",
    "import seaborn as sb\n",
    "from wordcloud import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
       "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
       "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "2                                   Spectre           6.3        4466  \n",
       "3                     The Dark Knight Rises           7.6        9106  \n",
       "4                               John Carter           6.1        2124  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# input the dataframe from csv (tmdb movies and credits)\n",
    "csv_path_1 = \"Resources/tmdb_5000_movies.csv\"\n",
    "csv_path_2 = \"Resources/tmdb_5000_credits.csv\"\n",
    "df_movies = pd.read_csv(csv_path_1, low_memory=False)\n",
    "df_credits = pd.read_csv(csv_path_2, low_memory=False)\n",
    "df_total = pd.read_csv(\"Resources/merged.csv\")\n",
    "df_movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def the function to simplify the file\n",
    "# try to fill or creat the year_total dictionary\n",
    "# if certain movie is in the dict just add the contain, else just creat one\n",
    "def total_count(df, inside, total_dict: dict):\n",
    "    if inside in total_dict.keys():\n",
    "        total_dict[inside][0] += 1\n",
    "        total_dict[inside][1] += df['revenue'][i] - df['budget'][i]\n",
    "        total_dict[inside][2] += df['vote_average'][i] * df['vote_count'][i]\n",
    "        total_dict[inside][3] += df['vote_count'][i]\n",
    "    else:\n",
    "        total_dict[inside] = [1, df['revenue'][i], \n",
    "                                    df['vote_average'][i] * df['vote_count'][i], \n",
    "                                    df['vote_count'][i]]\n",
    "    total = total_dict\n",
    "    return total\n",
    "# make the dataframe by making and transpose with name changing\n",
    "def convert_df(total, columns, index_sort, reset):\n",
    "    df = pd.DataFrame(total)\n",
    "    df = df.transpose()\n",
    "    df = df.rename(columns = columns)\n",
    "    if index_sort:\n",
    "        df = df.sort_index()\n",
    "    if reset:\n",
    "        df = df.reset_index()\n",
    "        df = df.drop(columns = 'index')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>missing number</th>\n",
       "      <th>missing percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>crew</th>\n",
       "      <td>4</td>\n",
       "      <td>0.000833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overview</th>\n",
       "      <td>3</td>\n",
       "      <td>0.000625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>2</td>\n",
       "      <td>0.000416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>status</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spoken_languages</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_countries</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_companies</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_id</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_title</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_language</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>keywords</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cast</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      missing number  missing percentage\n",
       "crew                               4            0.000833\n",
       "overview                           3            0.000625\n",
       "runtime                            2            0.000416\n",
       "release_date                       1            0.000208\n",
       "popularity                         0            0.000000\n",
       "vote_average                       0            0.000000\n",
       "status                             0            0.000000\n",
       "spoken_languages                   0            0.000000\n",
       "revenue                            0            0.000000\n",
       "production_countries               0            0.000000\n",
       "production_companies               0            0.000000\n",
       "movie_id                           0            0.000000\n",
       "original_title                     0            0.000000\n",
       "original_language                  0            0.000000\n",
       "keywords                           0            0.000000\n",
       "id                                 0            0.000000\n",
       "genres                             0            0.000000\n",
       "budget                             0            0.000000\n",
       "cast                               0            0.000000\n",
       "title                              0            0.000000\n",
       "vote_count                         0            0.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# missing list = [date, actor, genres, keyword]\n",
    "missing_df = df_total.isna().sum().to_frame()\n",
    "df_missing = missing_df.sort_values(by = 0, ascending = False)\n",
    "df_missing[1] = df_missing[0].divide(len(df_movies.index))\n",
    "df_missing = df_missing.rename(columns = {0: \"missing number\", 1: \"missing percentage\"})\n",
    "df_missing = df_missing.drop(index = ['homepage', 'tagline', 'Unnamed: 0'])\n",
    "df_missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:39: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_num</th>\n",
       "      <th>average_revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>voting_total</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>382.0</td>\n",
       "      <td>23.763630</td>\n",
       "      <td>6.241965</td>\n",
       "      <td>128480.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>326.0</td>\n",
       "      <td>53.823384</td>\n",
       "      <td>6.575646</td>\n",
       "      <td>183288.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>372.0</td>\n",
       "      <td>72.493855</td>\n",
       "      <td>6.611508</td>\n",
       "      <td>251744.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>350.0</td>\n",
       "      <td>70.083742</td>\n",
       "      <td>6.642147</td>\n",
       "      <td>218069.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>363.0</td>\n",
       "      <td>157.279002</td>\n",
       "      <td>6.794200</td>\n",
       "      <td>353405.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_num  average_revenue    rating  voting_total  month\n",
       "1      382.0        23.763630  6.241965      128480.0      1\n",
       "2      326.0        53.823384  6.575646      183288.0      2\n",
       "3      372.0        72.493855  6.611508      251744.0      3\n",
       "4      350.0        70.083742  6.642147      218069.0      4\n",
       "5      363.0       157.279002  6.794200      353405.0      5"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# time series analysis\n",
    "# dictionary key is a string of year and content is a list with num, profit, rating, voting total\n",
    "year_total = {}\n",
    "period_total = {}\n",
    "# in this loop, loop the whole dataframe by index\n",
    "# try to split the data to a list so can isolate the year and month\n",
    "# second loop converts the str here to int\n",
    "# try to fill or creat the year_total dictionary\n",
    "inflate = [25.4, 14.6, 18.7, 14.25, 9.57, 8.15, 4.77, 2.38, 1.68, 1.31, 1.08]\n",
    "for i in df_movies.index:\n",
    "    date = df_movies['release_date'][i]\n",
    "    try:\n",
    "        date_list = date.split('-')\n",
    "    except:\n",
    "        continue\n",
    "    for j in range(3):\n",
    "        date_list[j] = int(date_list[j])\n",
    "    date_period = date_list[1]\n",
    "    year = date_list[0] // 10\n",
    "    df_movies['revenue'][i] *= inflate[year - 191]\n",
    "    year_total = total_count(df_movies, year, year_total)\n",
    "    period_total = total_count(df_movies, date_period, period_total)\n",
    "# change the columns name\n",
    "columns = {'index': 'years', 0: 'total_num', 1: 'average_revenue', 2: 'rating', \n",
    "           3: 'voting_total'}\n",
    "# use middle of 10 years inflate to adjust (like 1910s use 1915 because before 1913 the data is not available)\n",
    "# calculate average profit and average rate in the dictionary for year and month\n",
    "for i in year_total.keys():\n",
    "    year_total[i][1] = year_total[i][1] / year_total[i][0]\n",
    "    year_total[i][2] = year_total[i][2] / year_total[i][3]\n",
    "for i in period_total.keys():\n",
    "    period_total[i][1] = period_total[i][1] / period_total[i][0] / 1000000\n",
    "    period_total[i][2] = period_total[i][2] / period_total[i][3]\n",
    "# make the dataframe by making and transpose with name changing\n",
    "df_year = convert_df(year_total, columns, True, True)\n",
    "df_year['years'] = [1910,1920,1930,1940,1950,1960,1970,1980,1990,2000,2010]\n",
    "# inflate adjustion\n",
    "for i in range(11):\n",
    "    df_year['average_revenue'][i] = df_year['average_revenue'][i] /1000000\n",
    "df_period = convert_df(period_total, columns, True, False)\n",
    "df_period['month'] = [1,2,3,4,5,6,7,8,9,10,11,12]\n",
    "# save in output as a csv\n",
    "df_year.to_csv('Output/csv/year_collect.csv')\n",
    "df_period.to_csv('Output/csv/month_collect.csv')\n",
    "df_movies = pd.read_csv(csv_path_1, low_memory=False)\n",
    "df_period.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# year period figure making\n",
    "# make a list for the size of circle set\n",
    "average_revenue = df_year['average_revenue'].tolist()\n",
    "# making the scatter sharex need to be set as false because of color setting (seems a bug?)\n",
    "df_year.plot.scatter(x = 'years', y = 'total_num', s = average_revenue, \n",
    "                     c = 'rating', colormap='viridis', sharex=False, alpha = 0.75)\n",
    "# text setting\n",
    "plt.xlim(1905, 2020)\n",
    "plt.title(\"profit and rating vs years\")\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"total_num\")\n",
    "plt.xticks((1910,1920,1930,1940,1950,1960,1970,1980,1990,2000,2010), \n",
    "           ('10s', '20s', '30s', '40s', '50s', '60s', '70s', '80s', '90s', '00s', '10s'))\n",
    "plt.text(2055, 1100, 'Note:\\nCircle size correlates with profit.')\n",
    "# figure saving\n",
    "plt.savefig(\"Output/png/years_vs_revenueAndRating.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yf/zxBxcuXGDChAlYWVlZ5q/MT3Z2dgwYMIC5c+dy4MABLl26xHvvvceNGzd48cUXLeV69erF5s2buXfvHh07dsywrldeeYWrV68ya9YsLl++zOHDh5k2bRpOTk5otVoSExOZM2cOBw4cIDIyki1btqCUolGjRvl+XkIIkRXpGi7GNBoNy5cvZ/bs2QwcOBCdTke7du1YtGhRpt1Y/zRo0CDmzp1LSEgIW7ZsyXUsQUFBvPfee3h7ez82rqtcuXJ89dVXLFmyhBkzZhAVFYWjoyNt27blq6++wtnZOVttaLVaVqxYwezZsxk0aBBarZaAgAA++uijdF2ivXv3ZuXKlY8lmOPHj8fKyopJkyaRkJBAo0aNWLNmTZbj0P5u7NixTJ48mRdffJGqVasyadIkgoODc1V/pUqVmDFjBsuXL2f58uVUq1aN/v37s3HjRs6ePUu7du2eGM/EiRPR6XS88cYbaLVaRo8ezfnz57N1Lrk5v9wYOHAg+/bt48MPP6R+/fqsWrXK0nU+aNAgUlJSWLBgAdHR0dSpU4fFixenG1bwJO+//z5z5swhODiYtLQ0/Pz8+Pzzz3FxcclT3Jl566230Gg0TJw4kcTERLy8vPjss8/Sjb1s3bo1Dg4OPPXUU5l2X1euXJk1a9bwwQcf0KdPH5ydnenduzdjx44FHo4fjY6OZtq0aZbnZtGiRdSpU6dAzksIITKjUdnppxJCCCGEEKWOdA0LIYQQQpRRkggKIYQQQpRRkggKIYQQQpRRkggKIYQQQpRRkggKIYQQQpRRkggKIYQQQpRRZWYewbi4RMzmnM2U4+bmSExMQgFFVLbaK03nlpyWzLFbv3PqbggX4sKISYlGowUr9NQsV5smbk3xq9Ka+s718zxhc2ZK0/Mp7RXP9rRaDa6uDgUUkRCiuCgziaDZrHKcCD46rjCV5vZK+rklGB6w7sxqfojYTJrZiAYNdlZ2WOts0FvriE9N4Gb8Tfb/tReNZim1ytUiuNkbtKnWNl/jeKSkP5/SXuluTwhRMpSZRFCIvPjj9jHe+3UK9w33KGftjF5bLt1+rUaLldYKR2snHHFCKcWthFtMOPgWnWoG8VbLtylnk70VVoQQQojCImMEhXiCbZe28tb+N0g1peBmWwG9Vv/EYzQaDU7WTpS3dWPPtZ8Z/stgopOjCyFaIYQQIvskERQiC/uu7WHusVk46cvhoHfM8fFajZYKdu7cTLjB6L3BJBgLb1yYEEII8SSSCAqRiTtJd3j/6Hs46Z2w1lnnqa7ytm5Exl9jRciSfIpOCCGEyDtJBIXIxPxjszGYDNha2eZLfS62rmy9vIWTd//Ml/qEEEKIvJJEUIgMXL4XwfHbR3G1KZ9vdeo0Oqw0OtadXp1vdQohhBB5IYmgEBnYHP4dCvJ9HkBnaxdORv3J9QfX8rVeIYQQIjckERQiA/uu76GcvtyTC+aQRqNBKUXInRP5XrcQQgiRU5IICvEPsSkx3E+Nz9Y0Mbmh0+g4eTekQOoWQgghckISQSH+IfLBdfRaqwJbHs7GypaLcRcKpG4hhBAiJyQRFOIfUk2pFORiXFq0pJpSCrAFIYQQInuKZIm50NBQhg4dyrFjxwDw8fFJtz8tLQ2DwcDBgwepVKkS48aN4+eff8bK6n/hbt26lRo1ahRq3KJsKKgu4UcUqsDbEEIIIbKj0BPBHTt2MHXqVEwmk2VbSMj/xkulpaUxaNAg/Pz8qFSpEgBnz57l448/pk2bNoUdriiDqjhUxazMBVZ/qimV2s51Cqx+IYQQIrsKtWt44cKFrFmzhpEjR2ZaZs2aNRgMBkaPHg1AYmIif/31Fw0bNiysMEUZV9G+EjY6G4xmY4HUn2Y24lPRt0DqFkIIIXKiUBPB/v37s2nTJpo0aZLh/rt37/Lxxx8zffp0dDodAOfPn8fa2pp33nmH1q1b07dvX/bv31+IUYuyRqPR0KpKax4YHuR73UopNBotXu7N8r1uIYQQIqcKtWv4UVdvZj755BNat25N06ZNLdsSExPx9fVlzJgxeHh4sGfPHkaPHs3XX39N48aNs922m5tjrmJ2d3fK1XG5VZrbK0nnNsx/ML/eOoiVXpvtu4f11ronlolPjcfTvQFtPfzyfFdySXo+pb2y154QomQokptFMmIymdiyZQsLFixItz0wMJDAwEDL465du7J582b27NmTo0QwJiYBszln94K6uzsRFZX/V4XKYnsl7dxqWDWghmNtrsf/hbONyxPL6611GA2mLMsopUhISaJfi0FERyfkOjYoec+ntFfy2tNqNbn+AS2EKDmKzfQxISEhKKUICAhIt3337t1s2bIl3bbU1FRsbGwKMzxRxmg0Gt5tPR2TMuXbWMG41Fj8KvvToWbnfKlPCCGEyKtikwiePHkSb29vy9jARwwGA7Nnz+b06dOWq4anTp2iR48eRRSpKCsauHow1GsE91LjMJmzvtr3JPGGeBz0Drzj/26BTVQthBBC5FSx6Rq+ceMG7u7uj23v3r07d+/e5c033yQmJoa6deuycuVKqlWrVgRRirJmQON/E5cay7cXvsbZ2hlrnXWOjldKcc9wD1udLYs6rqCSfdbjZIXIT4nGRFJNKehTTJiVBq2m2Pz2F0IUExqlVEEuolBsyBjBom2vJJ+bUoqNF79mxcklmJXC1cb1sat6GY0RNJgM3Dfco55LA2Y89T61ytXOl3igZD+f0l7BtffAEM+ea7s5cuMg52POci/1PjqNFq1OA2YN9V08aFnZj6Da3ajjXDfLumSMoBBlQ7G5IihEcaXRaHjRsx/+VQJYcGwOodEnUQoc9PbY6GzTXWVJMxtJSkvGaDZgrbVhmPdI+jcaiJVW/quJghOXEsvq0JXsvLINkzJjpbHCzsqOCrYV0Gg06K11pKQYuBp/hbDYc3xx7jMaV2jKqOajZSojIco4+XYSIptqlavN0s4fc/n+JbZd+oGjt37j+oPraNGgN1mRajRiq7OliVtTutbpQfsaHbHX2xd12KKUO3B9H3OOzSTJmIiztUumPzp0Wh2OWkcc9Y4opbgYG8bI3cN4wfMl/s87GDsru0KOXAhRHEgiKEQO1XWux+gWbwEPl4uLSY7GxdWOpHgzbrZucjOIKBRKKdaeXsWnZ9fioHfAzbZCto/VaDQ427hgMpvYeOFrTt09ycIOSyhn41yAEQshiiNJBEWpcCvhJiejQjgTfYpL9y6h04PWpKexWxMauTWhZSU/HK3zf0JdG50NVR2r4e7iRJSx8MaYCbH+7Do+PbsGV5vyuR56oNPqcLOtQPi9C4zd9zqLO63EQe+Qz5EKIYozSQRFiXbqbgifnl3LiTt/PNygwMbKBr1eh8GQxsm7f6LT6tCipUud7gxs/CpVHeWOc1GynbhznLWnP85TEviIRqOhvI0bF+MusPTPhUzwfzefohRClASSCIoSKdGYyPKTi9kasRkrjRWuNq7pbtrQW+swYsKJh1cB08xpbLu0lZ+u7uQNnzfpU/85mUpDlEgJxgRm/DYVW51dvt2EpNFocLUtz7bLW+lUK4iWlVvlS71CiOJPvglFiRObEsOIXwaz9dJmXG3K42Lr+sSkzkprRQW7CtjqbPnvH/OY9ft7pJnTCiliIfLP5ovfEZscg6N1/k7totPosNHZsuD4HMrIrGJCCCQRFCVMojGRMXtHci3+LyrYuqPT6p580N/Y6Gxws63Az1d3MP/4+/KFJ0qUNHMa31z4Ekd9/o93BXDUO3Ir8RahUScLpH4hRPEjiaAoUZaHLObq/SuUt3XLdR1ajRY32wrsvLyN/df35GN0QhSsE3f+IMH4AFsr2wKpX6PRoAE2R3xfIPULIYofSQRFiXHy7p9svfywOzivtBotDnpH5h6bzf3Ue/kQnRAF70x0aIEPaXDQO/Lno5uvhBClniSCosT49MxarDRWOe4OzoydlR1JaUn8dGVnvtQnRFaUUsSmxHD9wTWu379Oqik1x3WE3D2Bra5grgY+Yq215l5KHA8M8QXajhCieJC7hkWJcDPhBn/e/SNfrgb+nYOVA1+GbeB5z5fkLmKR70xmE8dvH2VLxPecijpJojEBnUaHzkqLwWikumNNAmt0oHe9Z6niWPWJ9UU+uI61zqZAY9ZoNFjp9EQlRVGbJ8ckhCjZJBEUJULI3T8BTb4na3ZWdsSlxhH54Do1y9XK17pF2XbiznHe/30G0clRaNDiqHegvI2bZe3fVK2RmJRoPj+3ni/Of0aX2t0Y3WIsTtblMq3TaDaiLZSOHEWakrvqhSgL5BKIKBFOR52iwBZuU4pL9yIKqnZRxpjMJhb+sYA3940iPjWe8rZuuNq6otdZp1t+UKvRYm9lTwW7CrjauPLT1R302/Y8Z6PPZFq3tdYaM+aCPwkFeo2+4NsRQhQ5SQRFiXD5fgQ2BdQlZjQbuZEQWSB1i7LFrMzM/v09vg/fiKt1+WzP9ffoTvaUtBRG7w3mdNSpDMvVLFc7V2MLc0IphdFspKJDxQJtRwhRPEgiKEoEo8mIpoCuCWrQYCjgL1dRNnwd9gU//7UTN1u3XN3U5GTthFaj5e2DY4lNiXlsf/OKPgWeCBrMBtzs3HHQ5++E1UKI4kkSQVEi2FnZY1IF0yWmNMiXnsizq/evsCp0Oc7WLnkay+qodyTJkMiC43Mfm/Dc270ZVpr8uWs+MwnGBPxkiTkhygxJBEWJ0MitMammlAKp21qrlxtFRJ6tPf0xZmXGWmed57rK27px5MZBLsSFpdve3L0FLrauJKcl57mNjCil0ADP1v9XgdQvhCh+JBEUJUKTCk3RFsCVEKUUJmWmrkv9fK9blB0xyTEcjDyAi7VrvtT38KYSDZsubky3XafV0b/hQBLTEvOlnX96YHxAzXK1aOzWpEDqF0IUP5IIihLBt5IfWo0m31dVSDA+oJ5LfSraycB4kXt/3DkGkG+TnQM4Wzuz59ovj3UP96r/LJXtKxOfzxM+m8wmDGYD4/0mpbu7WQhRuhVJIhgaGkqrVv8bg5KSkkKTJk3w8fGx/A0ePNiyf9euXQQFBdG8eXMGDBjA1atXiyBqUZScbVzoXKsL9wz5uxycwWxkQKNB8sUn8uRMVCgqn8ewWmmtSDOncSvxZrrtdlZ2TG0zE6PJgNFkzJe2lFLEpsbygsdLeLk3y5c6hRAlQ6Engjt27GDw4MEYjf/7AAsLC8PNzY2QkBDL37p16wAIDw9n4sSJvP/++xw7dgxfX19GjRqF2VwIc2mJYmVQk9ew0lhhMBnypb77qfeo7lidp6u3z5f6RNkVfu8iNlb5v/SbVqMl8sHjUxt5VfBmdIu3uGeIw2jOWzKolCImJZpm7s0Z5j0yT3UJIUqeQk0EFy5cyJo1axg5Mv2HzdmzZ2nUqFGGx2zdupV27drRsmVLrK2tGT16NHfu3OHkyZOFEbIoRmo41WRk8ze4b7iHOY9XXwwmAyZlZmqbmfkyuF+UbUZzwUxvpAFMmazw8bznS7zhM5b7qfdIMCbkqn6j2Uh0ShTNK7ZgfuBCbAsgmRVCFG+Fmgj279+fTZs20aRJ+oHIZ8+eJSoqil69etGmTRtLsgdw6dIl6tf/30B+nU5HzZo1iYiQlSDKon95vEjHms8QkxKd62TQYDIQb7jPWN//0LB8xj9AhMgJeyt7zMqU7/UqFLa6zJOzlxr2Z2GHpdhZ2RGdHJXtq+VmZSYuJZYHhngGew3jw/ZLcNA75FfYQogSpFDXGq5UqVKG2+3t7fH19SU4OBidTsesWbMIDg5m06ZNJCUlYWub/oPQzs6OpKSkHLXt5pa7eeLc3Z1ydVxuleb28qutJb0XMnnPZLaFb8PJ2gk7vV2G5fTWjw/cv5dyjzSVxvSO03i56cv5Es8jpfm1k/ay1rq2H6djTmb4nsvMk8oqpcCo8K3rhZt95rF1c+/E057+rD6xmi9Of8H9tEQ0aLDX22NjZYNWo0UphdKZSDImYTAZ0Gq0tKvzNG+2fhPPCp7ZjlkIUfoUaiKYmXfffTfd44kTJxIQEEBkZCR2dnakpqafST85ORkHh5z9eo2JScBsVk8u+Dfu7k5ERT3I0TF5UZrby++2xjWbTDMXPxYcn8P9pHgc9A7YWiSp93kAACAASURBVP0vIdRb6zAaHl6hUUqRYEwg1ZRKNadqTG8zm4blG+VrPKX5tZP2nqyGTT1QGst77kn+/v7MTKopFQedE+ZEa6ISnxzbgPpDeb72AA7fOMBvN3/lTHQoN+Ifji/U6bTY6xzxcmuObyU/OtV8hkoOlUGR6XlrtZpc/4AWQpQcRZ4IKqX46KOP6NOnD3Xr1gXAYHjYvWFjY0P9+vW5fPmypbzJZOLatWvUq1evSOIVxYNGo+GZ2l1oWdmP7Zd/5JuwL4lLjQUeLkdnZdCRZjJjrdVjUmbqONfllUYDCazRscDWLBZlV8tKrbDS6DGaDOjzacxpguEBA5u8lqNjbK1s6VyrC51rdQEedgEbzUYqV3QhLqZgJqEWQpRsRZ4IajQazp49y4ULF1iwYAFms5lZs2YRGBiIu7s7PXv25OWXX+bIkSP4+fmxbNkyKlSoQLNmMsWBAFfb8gxo/G/6NRzAtQd/cfleBJEJkVjbaTCn6qhdrg71XRpQ0b6STBEjCoy93p5n6z/HNxe+pIKde57rSzOnodVq6VWvT57q0Wq02OhssNIW+Ue9EKKYKhafDvPmzWPWrFl07twZk8lEYGAgs2fPBsDT09Oy//bt2zRp0oQVK1ag0xXsepuiZNFpddRxrksd54dXlQu7a1GIgU1eZeeVbSQZE7HP440X91LvMbDxq1R2qJJP0QkhRMaKJBH09/cnJCTE8tjNzY2FCxdmWj4oKIigoKDCCE0IIXLF2caFKQEzePvAm1hp9bmelig2JZZa5Wrx76aDn1xYCCHySJaYE0KIfNK6ahvG+o4n3nCflLScjcl7NLFzRfuKLOywTMayCiEKhSSCQgiRj57zeJ6ZT83BpMzEpMRgMj/5TuLktGSiU6LxqejLymfW4W6f93GGQgiRHcVijKAQQpQm7Wt2okkFb5adXMT+63swmU1YafXYWdmh0+jAZCbRmExyWjJajQYXW1dGtxhLtzo95aYmIUShkkRQCCEKgLu9O9PbzCImeSwHru/ljzvHOR97jkTDA9BZU92pOs3cfWhd9SlaVvJDp5Ub4IQQhU8SQSGEKEBudm485/ECz3m8YNkmd7ULIYoLGSMohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGSSIohBBCCFFGyRJzQpQQZmXmRkIkMcnRlEu1xZiopVa52tha2RZ1aEIIIUooSQSFKMZMZhPHbx/l2wtfcTIqBLMyoUWLlZUOY1oaaWYTNZxq0rfB83Sp3ZVyNs5FHbIQQogSRBJBIYqp0KiTzPxtGneT7qDVaHHUO2GlffhfVm+tw2gwoZQiJjmKJSELWXFyMUO8h/OSZ39LOSGEECIrMkZQiGLGrMwsD1nMqD3DiUuJpbytGy42rhkmdxqNBnu9A262bthb2bPi5FKG//waUUlRRRC5EEKIkkYSQSGKEaUU84/N5suwDbhau+JkXS7bx+p11lSwrUDEvXCCdw+RZFAIIcQTFUkiGBoaSqtWrSyPExMTmTp1Kk899RStWrVixIgR3Lhxw7J/3LhxeHl54ePjY/m7fv16UYQuRIH6Kuxztl3eipttBXRaXY6P12g0lLd1IyopivEH3iTNnFYAUQohhCgtCj0R3LFjB4MHD8ZoNFq2LViwgGvXrrFt2zYOHjyIu7s7Y8aMsew/e/YsH3/8MSEhIZa/GjVqFHboQhSoq/evsCp0OS7WLmg1efuv6WrjSvi9cL4K+zyfohNCCFEaFWoiuHDhQtasWcPIkSPTbTcajbz++uu4urpia2vLgAEDOH36NAaDgcTERP766y8aNmxYmKEKUegW/flflHrYxZtXGo0GFxsX1p1eRWxKTD5EJ4QQojQq1ESwf//+bNq0iSZNmqTbPnv2bFq2bGl5vHv3burVq4e1tTXnz5/H2tqad955h9atW9O3b1/2799fmGELUeBuPIjkxJ3juNi45Fudeq0ekzKx68qOfKtTCCFE6VKoc0xUqlTpiWW2bdvG6tWrWblyJfBw/KCvry9jxozBw8ODPXv2MHr0aL7++msaN26c7bbd3BxzFbO7u1Oujsut0txeaT63vLa35dphtDoNNjb6bB+jt37yGMJyGid+vLqJMe1GPrHsk5Sk51PaK/r2hBAlQ7GZbEwpxbJly/j0009ZunQprVu3BiAwMJDAwEBLua5du7J582b27NmTo0QwJiYBs1nlKCZ3dyeioh7k6Ji8KM3tleZzy4/29kUcQqf0GA2mbJV/NI/gk1gpayLv3eDyjRs5ugP5n0ra8ynt5b09rVaT6x/QQoiSo1gkgkajkf/85z+cO3eOr776igYNGlj27d69m4SEBJ599lnLttTUVGxsbIoiVCEKxMW4MOx0dvler0ajQa/Vc+X+Zbzdm+d7/UIIIUq2YjGP4MyZMwkPD+ebb75JlwQCGAwGZs+ezenTpzGZTGzZsoVTp07Ro0ePIopWiPyXYEwosNVAFPDAUHhXn4QQQpQcRX5FMDY2lm+//RYrKys6deqUbt/evXvp3r07d+/e5c033yQmJoa6deuycuVKqlWrVkQRC5H/NIBCoUFTIPXrNDmfk1AIIUTpVySJoL+/PyEhIQCUL1+esLCwLMu/+uqrvPrqq4UQmRBFo7ytGwaTARtdQQx5ULjali+AeoUQQpR0OUoEzWYzly9fJiYmBp1OR4UKFahVqxYaTcFcxRCirGjs1pTfbh7O90TQrMyYlJnaznXytV4hhBClQ7YSwT/++IPPPvuMI0eOkJiYaNmu0WgoV64cTz/9NP3796dFixYFFqgQpVnrKgEcjjyQ7/UmGhNo4OpRQFcahRBClHRZJoJ//fUXU6dO5ebNm3Tu3JmlS5dSr149XFxcMJvNxMXFERYWxvHjx3nrrbeoUaMGM2bMoE4dufogRE60r9GRhScWkGZOy9ebRoxmI/0avpJv9QkhhChdsvzGefvttxk1alS6efz+rkqVKlSpUoUOHTrw9ttvs2fPHt5++22+++67AglWiNKqnI0z3ev2YmvEZirYuedLnUnGJBz1jjxdvX2+1CeEEKL0yTIR/Oabb7I9/k+j0dC5c+fH7vwVQmTPMO9g9l/fS5IxEXu9Q57qMiszSWlJzG33gXQLCyGEyFSW8wjm5iYQuXFEiNxxtnFhasBMkk3JGEyGXNejlCI2JZYutbvRpmrbfIxQCCFEaZPlFcGAgIBsV/Tbb7/lORghyjr/Kq2Z2GoK7x+bib3ZHnu9fY6OTzOnEZcaS5uqbRnfapL8MBNCCJGlLBPB+Ph4zGYzPj4+dO7cGVdX18KKS4gyq1vdnrjalmfGb1OISY7GxcYVnTbrCaGVUsQb4kkzG+nXcADDm40qsJVKhBBClB5ZflP8+uuv7N27l59//pklS5bg7e1NUFAQzzzzDBUrViysGIUoc1pXbcNXPb9n+ckl/HR1JyZlwlqjx9bKDr1WD4DJbCLFlEKyKRkNGuq51Gdcywk0reBVxNELIYQoKbJMBJ2dnenbty99+/YlKSmJ/fv388svv/Dhhx/i4eFBly5deOaZZ2S5NyEKgLONCxP9pzCi2Sh++etnjt76lXMxZ4lKjsLKqEWjdNRzrodPRV+CanejgauHdAULIYTIkWz3Hdnb29O9e3e6d++OwWDgyJEj/PzzzyxdupTatWvLlDFCFBBX2/K86PkyL3q+DDwcB+hWwYF7MSmS+AkhhMiTLO8azkxERASnT5/m3LlzJCcnY2dnl99xCSEyYaW1wlpnLUmgEEKIPMvWFUGlFMePH+eXX35hz549REVFERAQwIABA+jUqRPly8uC9kIIIYQQJU2WieCePXvYvXs3+/btw2Aw0K5dO8aNG0dgYCCOjo6FFaMQQgghhCgAWSaCo0aNQq/X06pVK9q2bYu1tTX37t3jhx9+eKzsK6/IeqZCCCGEECVJlolg1apVAbhy5QpXrlzJtJxGo5FEUAghhBCihMkyEdy7d29hxSGEEEIIIQpZlncNHzt2LMcVylJzQgghhBAlQ5aJ4Pr16xk6dCgHDhzAaDRmWi4tLY1ffvmFV199lfXr1+d7kEIIIYQQIv9l2TW8bNkyy0oi48aNo1WrVjRo0ABXV1fMZjNxcXGEhYVx8uRJqlSpwsiRI+natWthxS6EEEIIIfLgifMIPvPMMzzzzDMcP36c/fv3ExISQkxMDFqtlgoVKtCkSROGDx9Oy5Yts91oaGgoQ4cOtXQ9GwwGZs+eza5duwB49tlnGT9+PDqdDoBdu3bx4YcfcvfuXZo2bcqsWbOoXbt2Lk5XCCGEEEI8ku0l5vz8/PDz88twX0xMTLYb3LFjB1OnTsVkMlm2LVmyhIiICH766SdSUlIYMWIEa9euZdiwYYSHhzNx4kRWr16Nt7c3y5YtY9SoUfz4449otblaGEUIIYQQQpCDJeYaNWpEbGzsY9tv3LhB586ds1XHwoULWbNmDSNHjky3ffPmzQwbNgwXFxcqV67MiBEj+P777wHYunUr7dq1o2XLllhbWzN69Gju3LnDyZMnsxu6EEIIIYTIQJZXBLdt28Yvv/wCPFxmbvLkyVhbW6crc/PmTZydnbPVWP/+/Rk7dixHjx61bIuPjycqKop69epZttWtW5e//voLg8HApUuXaNSokWWfTqejZs2aRERE0KJFi2y1K4QQQgghHpdlItimTRuOHDlieWxra4utrW26Ms2aNaNv377ZaqxSpUqPbUtKSgLAzs7Oss3Ozg6lFCkpKSQlJT3Wpp2dneU4IYQQQgiRO1kmguXLl2fOnDkAVKtWjSFDhqRL2PLDo/pSUlIs25KTkwGwt7fHzs6O1NTUdMckJyfj4OCQo3bc3HK3NrK7u1Oujsut0txeaT43aU/ak/aEECVRlonggQMHaNOmDXq9Hi8vrywnmA4MDMxVAM7Ozri7u3P58mWqVasGwOXLl6lduzZWVlbUr1+fy5cvW8qbTCauXbuWris5O2JiEjCbVY6OcXd3IirqQY6OyYvS3F5pPjdpT9orje1ptZpc/4AWQpQcWSaCw4cP58iRI7i5uTF8+PBMy2k0Gs6fP5/rIHr37s2yZcto3LgxaWlprFy5kmeffRaAnj178vLLL3PkyBH8/PxYtmwZFSpUoFmzZrluTwghhBBCPCER/Pjjj3FyetidEBYWVmBBjBkzhnnz5tG7d2/S0tLo06cPw4YNA8DT05N58+Yxa9Ysbt++TZMmTVixYoVljkEhhBBCCJE7GqVUpv2lPj4+7Ny5k8qVK9OpUye+//57XFxcCjO+fCNdw0XbXmk+N2lP2iuN7UnXsBBlQ5ZXBJ2cnFi2bBktWrTgxo0bbNu2DUfHjD8YHnXlCiGEEEKIkiHLRHDSpEksXLiQ3bt3o9FoWLJkCRqN5rFyGo1GEkEhhBBCiBImy0Swa9eudO3aFYCGDRuyfft2KlSoUCiBCSGEEEKIgpXttYYf3Sxy7do1wsPDMZvN1KtXj7p16xZYcEIIIYQQouBkOxFMSkpi0qRJ7Nq1C71ej1IKk8lEmzZtWLJkCfb29gUZpxBCiBKkY8eOODk58f3332Nl9b+vmsTERFq0aMFnn32Gv79/lnUkJiayY8cOXnjhhYIOV4gyS5vdgnPmzOHixYt8++23hIaGcvr0ab7++mvu3LnDBx98UJAxCiGEKIHCwsL49NNPc338J598wldffZV/AQkhHpPtRPDnn39mxowZeHt7o9Fo0Gg0NGvWjGnTprFr166CjFEIIUQJVK1aNZYuXUpkZGSujs9idjMhRD7JdiKolMLV1fWx7S4uLiQlJeVrUEIIIUq+gQMHUrVqVaZPn57hfqUUn3/+OV26dMHLy4s+ffpw4MABADZt2sTSpUs5e/Ysnp6elmRy7dq1dOjQAR8fH/r168fJkyct9W3atCldWSHEk2U7EfTz82Pp0qUYDAbLNoPBwLJly/D19S2Q4IQQQpRcer2eGTNmcPjwYbZv3/7Y/lWrVrFo0SJGjx7N1q1b6dy5M8HBwYSFhdG9e3cGDx5Mw4YNOXz4MFWqVOHrr7/m888/Z/r06WzevJnAwED+/e9/WxK/7t27W8oKIbIn2zeLjB8/nldeeYX27dvTqFEjAM6fP4+NjQ1r1qwpsACFEEKUXC1btuSFF17g/fff5+mnn7YsD6qU4pNPPmHEiBH06NEDgDfeeINTp06xevVq/vvf/2Jvb49Op8Pd3R14uOzpW2+9RWBgIAAjRozg2LFjfPHFF0yYMAFbW1tsbW2L5kSFKKGyfUWwZs2a7Nixg5EjR1KzZk0aNGjA2LFj2blzJ/Xq1SvIGIUQQpRg//nPfwBYsGCBZVtsbCxxcXE0b948XVlfX18iIiIeqyMxMZGbN2/y7rvv4uPjY/k7evQoV65cKdgTEKIUy/YVwb59+zJ37lwGDBhQkPEIIYQoZZydnZk0aRLjxo3jmWeeAcDGxibDsmazGbPZ/Nh2k8kEwNy5c2ncuHG6fXIVUIjcy/YVwaioKKytrQsyFiGEEKVUjx49aNu2Le+99x4Ajo6OVKxYkZCQkHTlQkJCLAsV/H1J03LlyuHu7s6dO3eoVauW5W/9+vUcOnSo8E5EiFIm21cEX3zxRYKDg3nxxRepXr36Y7/AHo3ZEEIIITIyffp0evbsaXk8bNgwFi9eTNWqVWncuDHbtm3jyJEjbNiwAQB7e3uio6O5fv06VapUYejQoSxfvpyKFSvStGlTtm7dyjfffGMpn5KSwoMHDyhfvrxlLKIQImvZTgRXrFgBpB/j8YhGo+H8+fP5F5UQQohSp3r16rz++uuW75EBAwaQlJTE/PnziYmJwcPDg5UrV9KyZUsAunTpwsaNG+nevTtffPEFgwYNIiUlhQULFhAdHU2dOnVYvHgxLVq0AGDHjh1MnDiRPXv2UL169SI7TyFKEo0qIzN2xsQkYDbn7FTd3Z2IinpQQBEVfnuxKTFcuhdB5IPrpJpSKe/shJNyo65LfSraVUzXDZPfSttzKe1Je6W9Pa1Wg5ubYwFFJIQoLrJ9RRAeDtb99ddfCQ8PR6vV0qhRI1q1alWgCYTIm1RTKocjD/DF+Q2Ex13ESmuF0WzArMzorazQKh0mZaayQxVeaTSITrWewVEvH/5CCCFEWZDtRPD69esMHTqUmzdvUrVqVcxmM7du3cLDw4NVq1ZRoUKFgoxT5MLZ6DPM+G0KtxJvYq21xs3WLV3SrrfWYTSYUEpxPyWO//4xj1Why5nsP4021doWYeRCCCGEKAzZvmt42rRp1KhRg/379/PTTz/xyy+/sHfvXlxcXJgxY0ZBxihySCnFl+c3ELx7CNFJUbjZVsDJulymV241Gg32egfcbN1IMxmZcPAtFhyfg8lsynMsScYkIuLCOXP3DJfuhZOclpznOoUQQgiRP7J9RTAkJISNGzfi5uZm2VaxYkUmTJhAv379CiQ4kTsbzn3KqtAVuNi4oNfqc3Ssvd4BWys7fojYjMGUykT/qWg12f69AMDtxFtsu7SVn6/u5FbiTfRaPVZWOtLSTBjNaVRzrEbXOt3pUbcP7vbuOapbCCGEEPkn29/w1atXz3C299u3b1OxYsV8DUrk3rFbR1kdugJXG9ccJ4GPaDVa3Gzd2HllO5vDv8v2cQmGB8w7OouXfuzLZ2fXEW+Ix822As42LrjYueBs44KbrRtxqXGsO72a57f2YtGJ/5JkTMpVnEKI4i0hIYGFCxfSpUsXvL296dixI/PmzePBg//duPLOO+8wevToXNWfl2OzcvToUTw9PUlMTMz3uovapk2b8Pf3z3b5Y8eOFfmsIH9/nZVSfPvtt6SmpgI5Px+AX375hVu3bhVI+dzEU9SyfUVw0KBBvPfee1y9ehVfX190Oh1nz55l5cqVvPjiixw4cMBSNqdzCm7dupVp06al25aSkkJAQADLly/H19c33WTWPj4+rFu3LkdtlAUJhgfM+G0Kdlb2WGlzdB/QY7QaLc7WLiwLWYR/lQCqO9XIsnxY7HnGHxjLvdQ4XGxc0WkynsNLo9Fgb2WPvZU9JrOJ7y5+w8HI/SwIXEhdl/p5ilkIUXw8ePCAl19+GUdHR959911q167NlStXmD9/PidOnGDDhg3Y2NgwefJkitvkFT4+Phw+fBh7e/uiDqXIDRw4kJUrV9KoUaMii+Hv75Hjx48zZcoUevTokenqNFm5ceMGr7/+Oj/++CNVqlTJ9/IlUbazhSlTpgDw0UcfPbbv0RyDkLs5BXv37k3v3r0tj8+fP8+rr77K+PHjCQsLw83NjYMHD+aozrLo+/BvuZ96jwp2+dPdaq2z5oHxAWtOf8z0NrMyLXc2+gyj9wajAdxss3/TkE6ro4KdO3EpcQTvHsrSTqto4OqRD5ELIYraBx98gFKKTz/9FDs7OwBq1KhB/fr1CQoKYvPmzbz88ss4OTkVcaSPs7a2xt1dhq0UF39/j+T1R0NOjy9uP1IKQra7hsPCwrL1l9dLyEajkbfffpvXX3+dhg0bcvbs2SL9JVJSpJnT+DbsKxz1+fuh6mLtwr5re4hNiclwf0xyDOMOjEaLFifrcrlqw9nGmTSzibf2v0F86v28hCuEKAYMBgM//vgjAwYMsCSBj1StWpX169fTtWtXIH2335IlSxg6dChDhgzB19eXzZs3YzabWbZsGe3bt8fHx4dBgwZx6dKlDNs9cOAAffr0wdvbmx49evD9999nGmNCQgLjxo3D39+f5s2bM2TIEK5evQqk7xpesmQJnp6ej/1NnDjRUs+UKVNo1aoV/v7+jB49mjt37mTa7r1793jnnXdo1aoVrVq1YsKECSQkJFiet6VLl9KxY0e8vLzo168fp06dshzbsWNH5s+fT/v27Wnfvj3nzp3D09OT5cuX06pVK/7v//4PgFOnTvHyyy/j5eVFUFAQq1evznD9ZoBDhw7x4osv4u3tTbNmzRg0aBBXrlyxtAcwYsQI3nnnHQCuXLnCkCFDaNasGR06dGD+/PkYDAZLfcuWLSMwMBAvLy+effbZdL2Ff/fss8+yatUqy+MZM2bQokULy5rSUVFRNGzYkJs3b1reI5GRkQwaNAiAFi1asGnTJsvxa9eupW3btjRv3pwxY8akG37wd506dQKgV69eLFmyBICzZ8/y73//mxYtWtC2bVsWLFiA0WjMtPzWrVvp1asXTZs2pUWLFgQHBxMdHZ1he38XGRmJp6cnu3btomvXrpbX+PLly0DGQxKWLFnCc889l+74AwcOEBQURLNmzRgzZgy3bt0iODiYZs2a0b1798eWbXySnN0FUAi+/PJLdDodr7zyCvDwBYqKiqJXr160adPmif/JyqrTUadINCZia5W/i6/rtDoUZn69ceSxfUop5h97nyRjEo7WeZt7sJx1Oe6n3uOjP/+bp3pE/riXEscft4/xddgXLP3zI+YdnseGc5/y+81fiUqKKurwRDF3/fp1EhMT8fb2znC/r68vLi4uGe47dOgQrVq14ttvvyUwMJClS5eyYcMGJk2axObNm3F3d2fYsGGWhOGR8PBwRo8eTf/+/dm2bRujRo1i3rx5bN++PcN2Fi1axOXLl1m/fj2bN29Gp9MxadKkx8oNHjyYw4cPW/4mTpyIra2tJSGZOnUqV69eZe3atWzYsAGNRsPQoUNJS0vLsN033niDixcv8vHHH/Ppp58SFhZmmXlj1qxZbNy4kWnTprFlyxYaNGjAa6+9xt27dy3Hf/fddyxZsoQlS5ZQrtzDH98HDx7k22+/Zfz48cTExDBkyBDat2/Ptm3bmDx5Ml9++SVr1qx5LJbIyEiCg4Pp2rUr27dvZ/369dy/f5/58+db2gKYP38+kydPJjU1lSFDhlC7dm02b97M/PnzOXToELNmPewx2r17N2vXrmXOnDns3LmTwMBA3nzzTUui+3ft2rXj999/tzw+evQoSUlJnDt3DoAjR45Qv359qlatailTpUoVSzK2e/duunfvDjxMro8fP84nn3zCqlWr+P333zM8X4CNGzcCsGHDBgYPHszVq1cZMGAA9erVY+PGjcycOZMffviBDz/8MMPyf/75J5MmTWLIkCH89NNPLFu2jPPnz7Ny5coM28vIsmXLmDVrFt999x1xcXEZrtiWlUWLFvHhhx+ycuVK9uzZQ9++fXnmmWf4/vvvqVy5co5ncsnbQLJ8ZjAYWLt2LVOmTEGrfZij2tvb4+vrS3BwMDqdjlmzZhEcHJzul0B25HaGfHf3wu22yG17t27+BVqF3jpn62tmp7xVmo6IpHO4u7+SbvuJmyc4HvUbFZ0qZOvO4ie1VVHvzv4buxnJMBq55/0qcEl57YpLe0opfov8jU9Pfspv139Dp9VhNBkt0w4pFHqtHpPZRGP3xgxpMYQOtTug1+XupqQnKenPZ1lu7/79h1f2c9Pta2dnx7Bhw9BoNCil+Oqrrxg5ciRBQUHAw6nMli9fbmnjkTVr1tC7d29eeuklAGrWrMm1a9dYt24dPXr0eKydyMhI7OzsqFatGk5OTsycOZMbN248Vs7BwQEHBwfg4bCljz76iBkzZtCoUSOuX7/O9u3bOXjwIJUqVQIeLsPq7+/P4cOHad++fbq6wsPDOXbsGD/88AMNGzYEYObMmfz666/Ex8fz3Xff8eGHH1rG2U+fPp0TJ07wxRdfMHbsWAC6deuGl5eX5Rzg4Rj+2rVrA7B48WK8vb0ZMWIEALVq1eKtt95i9uzZDBs2LF08aWlpTJgwgYEDBwIPu+779OnDl19+CUD58uUBKFeuHE5OTnz//ffo9XrLULG6devy3nvv8corrzB+/HgiIyPR6/VUrVqV6tWrM2rUKPz8/LCyejzVaNeuHZ999hkGg4H4+HgiIyNp3bo1f/zxB15eXhw6dOix+w10l1MUSAAAIABJREFUOh3Ozs6W2GxtH1740Gg0vP/++5Z4O3fubEko/+lRGRcXFxwcHFi6dCnVq1dnypQpaDQa6tWrx6RJkxg/fjxvvPHGY+VtbGyYOXMmzz77LADVqlWjU6dOhIeHZ9heRoKDgy3LKPbv3z/dldHsGDFiBE2bNgWgUaNGuLu7W64avvDCC7z99ts5qq9YJYKHDh0C/ncpFuDdd99NV2bixIkEBAQQGRmZo7UkS/sSc79ePoZGaTEasj/336MJpZ9YDhuOXzvxWGyrjq7FlKYwGRUmsq4nu22lpZlZc/RT3vF/94lls1KSXrvi0N7NhBvM+n06Z6JD0aLD2cb5YXL//3P3v79+Sqs4f/cCY3aMpbpTDaYFzMSzfMN8iwVK/vNZGtrLyxJzrq6uAI8la9lRrVo1y4+PuLg4YmNjLYkPPExKHnVT/l14eDgXL15k27Ztlm1paWkZJiHw8EpfcHAwAQEB+Pn50bFjR/r27ZtpXLGxsYwaNYrnn3+ePn36AFhm0njUzf1IcnIyly9ffiwRjIiIwNraGk9PT8s2b29vvL29CQ0NxWQy/b/27js6qnJr4PBvWjKppJqEIoGAoUMIASnCJQgIQkK10KQoIiiCSvPDglICClJVLMDFgqKiNBGuXCGiNKkS6b2G9JAymXa+P5C5xARSmEndz1qsRc6c8+73zEwye95KWFiY7TG1Wk1YWFiuJKNGjbwT927/LDx16hS7d+/OVY7VasVgMJCSkpLruuDgYFxcXPj44485efIkZ8+e5ejRo3dcCeTUqVNcvHgxV9mKomC1Wjl37hw9e/bkq6++omvXrjRo0IB//etf9O3b15aw3a5Zs2ZotVoOHTpEQkICTZo0ISIigr179zJ06FB+//13FixYkG89/snDw8OWsMHN98iFCxcKde2pU6do2rRprnV2w8PDMZlMnD9/Ps+XmYYNG+Lm5saSJUs4ffo0p0+f5uTJk4SHhxcqHtxMzm9xd3e/Y+vxndz+HtDr9Xl+vtWtXVhlKhHcunUr3bp1s7UGKorC/PnziY6Opnbt2gC2sQjFmS1UkaUb09CoHPNyalVaMky5m/azzdn8emk7VZzz794pripOVdh87kdeiZh8zzOfReFsv/gL03a+hlWx4uPsW+CWkSqVCs+/x4Ney7jCM1uGMrrZCzweOkC2mxTAzdY4Ly8v/vzzz3y7h2fNmkVQUBBDhw7N89jtf9t1uputzYUZsG+xWBg8eDBPPPFEoeoYERHBtm3biI2NJTY2lkWLFvHVV1/lO67QbDYzbtw4qlatmisJtVgs6HQ6fvjhhzzX3Gq5ut2t+8nP7Stj3M5qteYa35dfUnX7MbPZTJcuXRg3blye8/6Z1Bw/fpwnn3ySNm3aEBERQb9+/Th06BCrVq3Kty5ms5lmzZoxa9asPI8FBASg1+vZuHEju3fvZvv27axfv57PPvuMzz//3NYCeotWq6VNmzbs2rWLhIQE25jJlStXEhcXh8lkonnz5vnW459u5QzFkV8ucev5/ufwA4Dff/+dZ599lu7du9OiRQuGDBnChg0bOH78eKFj/vN9cOv9nd/fz/ySRI0md+/avdw/lLExgocOHaJZs2a2n1UqFXFxccyZM4cbN26QlpbG9OnT6dChg8zo+oeby7U4ZnaTgpKn6/dM6mnUKs0dl4kpLq1aiwJcuHHeruWK/P1y4Wde2zEZZ7Uz3s7eRU7kqjh74enkyeID8/nsrxWOqaQodzQaDT169OCzzz7DYDDkeuz8+fOsWrXqrknRLR4eHvj6+ubq5jMYDLRt25bDhw/nOjckJITz589Ts2ZN27+dO3fy+eef51v2ihUr2LdvH927dycmJobVq1dz6tSpfD/QY2JiOHfuHPPnz8/Vwli7dm1MJhNZWVm2mH5+fsyaNcs28eR2tWrVwmg05mrh27VrFx07dqR69erodDr2799ve0xRFA4ePGhrCCmMkJAQzp49m+t5OHnyJIsWLcqTMKxevZr69euzePFinnrqKVq2bMnly5fvmHjfeo4DAwNtZaekpDBnzhxMJhPbt2/ns88+o02bNkyZMoWffvoJDw+PO6760b59e3bu3Mm+ffuIiIigadOmZGdns3z5ctq2bZtva+69ftn85/UhISEcOnQo1z0fOHAAnU7H/fffn+f8lStX0q1bN2bPns2AAQNo1qwZ58+ft8vs4lu/E7dPFrnV/e9IZSoRvHz5cp4Eb/bs2bi4uPDwww/TqVMnnJ2dizywsjKo7l4do8VY8InFYLQYCXTNvX7SufSzWJR734Iufwrn0s46qGxxy4nk40z7/TXcdO73NMlIp9bh7ezDx4c/IPbiNvtVUJRrY8aMwWKxMHToUH777TcuXrzIli1bGDFiBA0bNqR///6FKmfo0KF88MEHbNu2jbNnz/Laa6/h7u6ep4Vp+PDhbNu2jQ8//JDz58+zadMmZs+ebRu790/x8fG8/fbb7N27l4sXL7JmzRrc3d2pVatWrvO+//57vv76a2JiYoCbs1kTEhJITk6mdu3aREZGMnHiRP744w9Onz7NhAkTOHLkCCEhIXlihoSE0K5dO6ZOncqff/7JkSNHmD17Nq1atcLd3Z1BgwYRExPD9u3bOX36NNOmTePy5cs89thjhXquAAYOHMi5c+eYPn06Z86cYceOHbzxxht4eHjkSQQDAgI4c+YMf/zxBxcvXmTFihV88803uWYBu7q6cvLkSVJTU4mKikKtVjNp0iROnDjB/v37mTJlCiaTCQ8PDxRFYe7cuWzYsIHLly+zZcsWEhIScnXt3+6hhx7i8OHDXLx4kWbNmuHk5ETTpk3ZuHFjnm712+sDNyeSFmfB71vXHz16lBs3bjBgwAAuXbrE9OnTOX36NNu3bycmJoZevXrh6emZ5/z77ruPw4cPExcXx9mzZ3nvvfeIjY3N9ZwVV926ddHr9SxdupSLFy/y7bffsm3btnsqMzk5+Y4zqG8pU31vBw8ezHPM19eX9957rxRqU7409GvCutNrHVK2wWKg2X25m+izzVl22Ys4P1ZFkd1GHMxoMTJt51TUKrVdZppr1VpctW7M3PMWTfyb4qX3tkMtRXnm4+PDqlWreP/993nttddITEwkICCARx55hFGjRt2xK/Sfhg8fTmZmJlOnTiUzM5PmzZuzdOnSPNc3atSIhQsXsnDhQhYvXoy/vz+jRo1ixIgR+ZY7btw4DAYD48ePJy0tjXr16rF06VLbTNxb1qxZg9FoZNiwYbmOV6tWjf/+97/Mnj2bWbNmMWbMGIxGI2FhYaxYseKOE2Xeeecd3n77bZ566imcnJzo0qULkyZNAuCll15CpVIxZcoUMjMzady4MStXrrRNBCmMwMBAPvnkE959912io6OpUqUKUVFRtskmtxs8eDDHjx9n1KhRqFQqGjRowJtvvslrr73GtWvXCAwMZMSIESxZsoRDhw6xZMkSli1bxqxZs+jfvz8uLi507NjRtpTOv/71LyZNmsSCBQu4evUqQUFBvPbaa7Ru3TrfugYEBBASEoKbm5ute7tly5bs3buX9u3b53vNAw88QMeOHRk+fDgvv/xyvl3wd+Pt7U3//v2ZOnUqTzzxBP/3f//HJ598wjvvvEN0dDTe3t706dOHMWPG5Hv+2LFjefXVVxk0aBDOzs6EhYUxadIkFi9ebNvtpLjc3d2ZOXMm8+bN45tvvqFNmza2xayLq1+/frRs2dL2RSY/KqUyrJZIxZ8sciH9PIN+fBwfZ59CN50XdgJHsiGJ2R3e48Gg//0yf3/yW+b+MRt/l8JtL1jYWDfjJTOl1Ws8Uqt7oc7PT3l67Uoj3rcnvmb+vnfx0/sX6v1S2NcvyZBIz9q9mNBySrHrBuXv+ayI8e5lsogQovwoU13Dovju96xJfd8GpBvT7VquwZyNh5MnLQIich0PcA0s9l7GBVGrVAS6BTqkbAFWxcoXf63EXedu98kdVZy82HR2AxnGkktyhBBCFJ8kghXIkAbDMFmNdtsSR1EUMkwZDKg/JM8M3hCvOlgUq92331EUBbPVTIjsO+wwB6/vJ8WQjIvW/vuoatVazIqFbRf/a/ey7S3bnM2J5OMcvL6f/Vf3cy7tLGZr0ZZxEEKI8q5MjREU96ZN1Xa0rtqW3Vd34qP3vefy0oxp1PQMpt8DeQcq3+caQIBrAOk5abjq3O451i0ZpgxCvOoUe7s6UbAjiX9idthEH9CgZs/VXfQIiXZYjOK6dOMi60+vZdvFrVzJuIJWrUWlAq1Gg8lsRkGhdpUQHq0dReeaXfF0Ltr4IyGEKG+kRbACUalUTGz5f3g4edzznr1Z5ixUKhVvtJmOkybvoG6VSsWA+kPItmTfU5x/MlmNPFlvsF3LFLkdiN+Hs8Zx63DqtS4cSfrTYeUXx5WMy7y8bSwDNvbny6MrSctJw1fvi5ezF1WcvPBy8cLL2RtPpypcvHGRBfvnEf1DN+bve5dMU9FnJgohRHkhiWAF4+fix4LI99FpnEjJSSlW1+0N4w1yLDnEPDSXut4P3PG8zjW74K7zIMtOH5QZxgy89T50qNHRLuWJ/F3KuIiTunAzNovDWeNMfGa83YcNFIeiKPxw8jsG/fg4f1zbi7ezN34u/rhoXfIdH6lRaXDXueOr98Vd58Gak98waONjHLy+P5/ShRCi/JNEsAIK8arLR12WU9MzmCRDYqHXFzRbzSQaEvFw8mBRpw9pGdTqrue7O3nwfw++QaY5657XFDRbzRgs2bzWeppdljMRd2ZWzCWwA4iC4qAFzgvLqliZ98cc3v1jNnqNHh+9T6H2xL5Fq9biq/fjhvEGL/53DP85t9mBtRVCiNIhiWApUxSFa5lXOZN2mnOp58ix3Ns6RLfc71mTT7uu5Jkmz2G05pBkSCItJw2jJfdkErPVzA1jOkmGRDJMN+hbtz+fP7qaxn55t4XKT9tqD9Gnbj+SDUlYFWvBF+TDYrWQkpPMwAZPEf6P2cnC/vQal2K/VoWhoKBRa4uUdDnC4gPz+f7Ut/jofe6pK9zDyQM3nRtv7XxdFswWQlQ4MlmkFORYcthxaTtrTn7LseSjmK1m1Co1Wq2aHKOR6h7383DNLjwaEkWAa/6r4heGVq1lSMNh9HvgcbZf/IWfL2zmr6Q4kgyJN7eHM6nQoKOebwM6VI+kS3DXYu0dPC78FSyKhbWn1uCh8yxSi162OZsMUwZPhA7k2SajixxbFF1d7weIvbgNF62LQ8o3mA3U9KxZ8IkO9NvlX1l9/Ct8nH3tsg2is8YZRWflrV2v84XPagJkeSMhRAUhiWAJUhSFXy78zDt/xJBlykSr1uGqdbUtzaJz0mBUm0kyJLIi7hP+Hfcp0XX6MKrp87jqir/Uh6vOlW61H6Vb7Uf/XhLmBjkWI0H3eWNMV99zN6FapeaVFpNp7NeUuX/MJiH7OlWcvPKdZHJLjiWHG8Z0XHVuTG87iw41Ikugu1IANPMP478XfnZY+dnmLJr4Nyv4RAdJy0llxq43cdO6olHbby9svdaFTEMSs3a/zXsdF8v7VQhRIUgiWEIMZgNv73yD7Zd+wV3nfsflXVQqFa5aV1y1rlisFr4/9R2/Xo5lbof51LbD2noqlQoPJ088AC+9BwkF7EFYlHIfqdWd8IAIvjmxiu9PfkemOROL1YxGpUVn0WAymbEoFjRqLXqNniENh9P3gf52WepGFF7zgBaoVSoURXFIMqNSqWhXLf/toUrCV8e+5IbxBn4u/gWfXEQ+zj7sv/4H++L30iKwpd3LF0KIkiaJYAnIseQwYfs4Dlzfj5/er9Afvhq1Bj+9H2mGVJ77+Rnef/gjQrzqOri298bf1Z/RzcYyvNFI/ko6wunUUxxPPorKyQomLaHe9anjXYf6vg0duoSJuLPgKrVo4NuIE8nHqWLndfIM5mw8naoQEXj3iUaOkmPJYc3Jb/B0csz6fyqVCjVqvj7+pSSCQogKQRLBErDkwIIiJ4G3q+JchbScNF7e9iJfPPoNbnZcwNlR9Fo9zQNa0DygBVDye6uKuxvacAQTto/DqljtNqlDURRumDJ4sflLeXaiKSm7r+7EYDbgo/dxWIwqzl7subqLpOwkfF2kNVsIUb7JrGEHO3h9P9+f/A4fZ5976oar4lyFpOxE3j+40I61E5VVq6DWdLz/YVJyUuxWZqoxlVDvUHrX7We3Movq0PUDWB24awrcHBOrVqk5kXLMoXGEEKIkSCLoYIsPLECn1tll0Lq3sw/rT6/lWuZVO9RMVGYqlYqXwifgo/chLSf1nsvLNGWiVWt5rfVbpdYaCHDg+n6H7KH8TyarmWPJRx0eRwghHE0SQQc6nXqSEynH8LTTvrkatQZFUVh76nu7lCcqNy+9NwsjP8BN506yIbnYO4Gk56RhUczM7bCA4Cq17FzLormccalExp7q1DpOpZ5weBwhhHA0SQQdaOeV37FarXadmemuc+M/53+yW3micrvfsyZLuyyjjledIu1CA3/vRJOdgLeLD0se/pim94U5sKaFY7IYUeH4ZV3UKjVGs30WfxdCiNIkiaADHbi+Dyc7t044a/TEZ14j0077+wpR1b0aS7ss57lmYzFYDH/vMpOR7+4jiqKQZcoi0ZBIujGd/qFP8Fn3r6nnU78Uap6XVq0tka3tFMWK9i7rZAohRHkhs4Yd6Hz6OfR2TgRVKhVatY6rGVeo4122l5IR5YdWrWVA/UFE1enFtgtb+e7kN5xJPfX3jGLVzXUgzRbMVjPVPKrzVMhwHqnVvcytARnoVpX4zKsOH6dotBqpXaW2Q2MIIURJkETQgUxWEyoH7LeqAsyK2e7lCuGuc6dHSDQ9QqIxWUxcuHGOtJw0vLxcMWaqCPasVaQtBEtaU/9mrE07g6uDl1jSqnWElpFWUCGEuBdlJhFcvXo106ZNw8npf90tr7/+Oo8++igzZszgp59ujovr1asXEydORKOx39ZRjuKqdSXFbL/lOW6xoqDXlN0PY1Ex6DQ62wLmjl4HMi0nlVOpJ7mQfp5sczYel/RYDRpqegYT4lUHj0JOuGp2XxhrTzt2MpWiKFgVK6He9RwaRwghSkKZSQSPHDnC008/zfjx43Mdnzt3LqdOnWLz5s0YDAZGjRrFp59+ysiRI0uppoVX36cB/72wFReti93KtCpWFMVKNffqditTiNKQlpPKlnObWX38S6793Z1rtpqxKlY0WjWK5ebsXJPVRDX3GjxRfyAP398ZdyePO5bZumo72zU6tc4h9U43ptHYrykBboEOKV8IIUpSmZksEhcXR/36ebtavv/+e0aOHImXlxeBgYGMGjWK7777rhRqWHTN7muOBfsubptlyiLEqw46jWM+5IRwtGxzNksOLKDXD91ZdGAe6Tnp+Or98HL2xs/Fn/tcAwh0D8TPxZ8qzl746v1IMSQx7485RP3wCB8f/pAcS/4zdl11rvQMibbL2oj5URQFk9XMgPqDHFK+EEKUtDKRCJpMJk6cOMGaNWto164dnTt35qOPPiItLY2EhARCQkJs59auXZvz589jNBZ+mYvS0rZae9SosVjtlwzmWA30qdvfbuUJUZL+TDzM4B+f4KvjX+Ku88BX74erzvWuSyypVCpcdW746n1x07rxWdxyhm0aeMcFnQfUH4Jeq8dgNti9/qnGVB7wfoAHg9rYvWwhhCgNZaJrODk5mSZNmtCnTx8WL17MqVOnGD16NCaTCQAXl/91rbq4uKAoCgaDIdd4woL4+roXq27+/nfuhirwWjzo9kBXtpzZgp/er1DX6JzuPPbRYDbg5uxK/+a9cHcq3v3kqeM93F9ZjiXxyl68DSc28Oq2V9GqtQR5BhR4fn6/Czo0uOj1JBqu8/wvzzCvyzw61e6Uu554MC3yTV7d+ipuOpdC76V8t989gBxzDlqtmvk95hHo7VWoMu+mvL1+QoiKqUwkggEBAXzxxRe2nxs0aMDgwYNZu3YtAAbD/77ZZ2dnA+DqWrRtpJKSMrBai7a+mD0GyA8LHcXPp/9LRlYmzgXMttQ5aTAZ8289VBSFFEMqEyJeJTtNIZt7H7jv6AkApRVL4pW9eP85t5m3dr6Oh5MHzmrnO77Pb7nb7wKAm9oDgzmb5zeOZWa7ObSr3j7X4619OtKhWie2XvgPfnq/Ahd1LyieyWoiNSeFSS3/Dw+z/z0/9+Xh9VOrVcX+Ai2EKD/KRNfw8ePHWbx4ca5jOTk5+Pv74+/vz5kzZ2zHz5w5Q3BwMFptmchhCxTgFsgrLSaRbrqB2Vq8JV8URSHJkEjzgBb0DIm2cw2FcKyTKSeYsevNm0mgHdfV1GtdcNW68vpvUziffi7XYyqViqkPvkn76h1INCQU+3cPbo5pTMtJ5fmwcfQM6XWPtRZCiLKlTCSCbm5ufPTRR3z33XdYrVYOHz7M559/Tr9+/YiKimLJkiUkJSURHx/Phx9+SK9e5euP8SO1HmVE45Gk5CTfcZD7nVgVK0mGRB7wrseMdrPtul2dEI5mtBiZ9vtUVCq1Q/YAdtG6YFWsvL3zjTzJnk6j4622sxjSYDjpxjTSclKLtJ/yzd+9JBQU3mo7kyfqDbR39YUQotSViUSwevXqvP/++3zxxReEh4czbtw4xowZQ7du3XjxxRdp0KABUVFRREVF0bJly3KxdMw/DWv0NFNavk6OxUCSISnf7btupygKGcYbJBmSeLjmIyzs9MFdl80Qoiz68uhnnE8/RxWnKg6L4eXszbHko/xwMu9qAlq1lpFNn2Npl+VU96hBck4yyYakO7YQKopCjiWHxOwEUgzJtKv2EF8++i0d73/YYfUXQojSpFKK8hW5HCutMYL/dC3zKov2v8eOy7FYFStatRYXjQtqtQatTk1GdhYGSzYalYZqHtV5IWw8rau2tWsdbpExghLPkfFyLDn0XNMVnVqHUxH35S1ozN4/GczZaNRafuj14x23l1MUhSNJf/Ld8a/ZceVXzBYTapUaq2JFp9NiNluxKGaqOHvRvVZPokJ6Uc3DMet1lofXT8YIClE5lI+BdhVIoFsQMx6aQ0JWArGXtrEvfi/Hko+Sbc7CCS0P+IQSdl9zWldtR0PfRtIVLMqtHZe2k2Mx4Obg7d7g5njBZEMSe67uok21dvmeo1KpaOzXhMZ+TVAUhWuZVzmffo4scybeXu5Ys7WEVKmDl97b4fUVQoiyQhLBUuLv6k/fB/rT94H/rQlY0q0EQjjStydXo3XQ7h75UavUfH/quzsmgrdTqVQEuVclyL0qIL97QojKq0yMERRCVCxWxcqxpKO4aR3fGniLm9aNI4mHizQhRAghKjtJBIUQdnfpxkUUFDTquy/SbE9atY5MUwaJ2YklFlMIIco7SQSFEHZ3OeMSKkp2fKtKpUKj0nI542KJxhVCiPJMEkEhhN0ZzAYU7r5EkiOoAEMR1+oUQojKTBJBIYTdqVXqEm8RvEmFWv6sCSFEoclfTCGE3bk7uZfK0kcKCu5OsvadEEIUliSCQgi7q1WlNmaruURn8CqKgtlqItizVonFFEKI8k4SQSGE3fnoffF08sRkNZVYzByLgUC3IFx1riUWUwghyjtJBIUQDtEqqA03TCW3SHOGKZM2VQteTFoIIcT/SCIohHCIPnX7o4IS6R5WFAWVSkV03T4OjyWEEBWJJIJCCIdo4NuQ6h73k2HKcHisdGMa9X0aULtKiMNjCSFERSJ7Df8t05TJvvi9HE36iyOJh7lhvIGbix5fXQDN/MNo4NeIUO96pTITUojySKVS8WLzl3l52wu4KW6oVY753mmxWjArZp4Pe9Eh5QshREVW6RPB+MxrfHF0JRvOrMOqWDBbLeg1ejQqNZocNX8ZjvLLhZ9Rq9RU97ifIQ2G0Tm4q8M+1ISoSFoGtaJb7R78dGYjvi5+DomRkpNC/9DHaezf1CHlCyFERVZpE0FFUdh4Zj3v7XsHoyWHKs5e6NS6XOfonDQ442I7/3pWPG/veoO1p77j/x58k2oe1Uuj6kKUK2PDxrM//g+SshPxcva2a9nJhmSqe1TnmSbP2bVcIYSoLCpls5bZambm7mnE7JmOs9oJPxf/PEngP6lUKtx17vjp/YhLjmPoTwM5nHCwhGosRPnl7uTBwsgP8HDyJCUnxW7lphiS8XPxY2Hkh7hoXexWrhBCVCaVLhFUFIU5e2ey6eyP+Op9cdbqi3S9SqXCx9kHFTD+l+c5mvSXYyoqRAVS1b0aSzsvI9A1kKTsRMxWc7HLMlvNJGYnUMOzJh92Xoa/q78dayqEEJVLpUsEt57/Dz+e2YCv3veexvm56dxRoeLVXyeQZcqyYw2FqJiC3KuyotuXPBb6JKk5qaQYkrEq1kJfb1WsJBuSSTOmMaThcD7tulKSQCGEuEeVKhFMyk5izh8z8dC522Wyh4eTJ4mGRJYeWmKH2glR8em1ep5vPo4PO39Ki6BWpOSkkJSdyA3jjXxbCU1WEzeM6SRlJ5Kak0Lbqu34tOtKnmkyCieNUyncgRBCVCxlZrLI4cOHiYmJ4cSJE7i7u9O3b1+ef/55cnJyCA8Px8npf3/0w8LCWLZsWZFjrDn5DdmmLPxc7NeK4O3kzQ+n1jCk4XB8XXztVq4QFVlDv0a822E+1zKvsvncj+y5upvjKccwGY2oVWq0Fg05JhN6jZ4Gvo1oGfQgXYK7cZ/rfaVddSGEqFDKRCKYmZnJs88+y5gxY/jss8+4ePEiI0aMwMfHh4YNG+Lr60tsbOw9xTBZTXx3YjUeTp52qvVNGrUGq2LhxzPrGdxwqF3LFqKiC3QL4qmGI3iq4QgURSExO5FscxZ+vh5kpVvx1fvK2p1CCOFAZaJr+OrVqzRv3pxBgwah0WgIDg6mc+fO7N+/n7i4OOrXr3/PMU6mHMdgMeCscbZDjXNz1brx07kf7V6uEJWJSqXC39Wf+z1rUtOrJn4ufpIECiGmQLy6AAAXS0lEQVSEg5WJRLBOnTosWfK/cXZGo5HY2Fjq1atHXFwcCQkJ9OzZkzZt2jB27Fji4+OLHON82nks9zBT8W70Wj0Xb1wgx5LjkPKFEEIIIRxBpZTEjvBFYDQaeemll7h06RJffvkl8+bNQ6VS8dxzz6HRaJg+fTqnT59mzZo1RSo3ZkcMq46swsfFxyH1Ts1OZXX/1dT1reuQ8oUQQggh7K1MjBG8JSEhgRdeeAGA5cuX4+rqytSpU3OdM2XKFFq3bs2lS5eoXr3wO3skpadiNYPJaCn0NTonTaHPN5stXElIwssaWOjy/8nf34OEhBvFvr4sx6vI9ybxJF5FjKdWq/D1dXdQjYQQZUWZ6BoGOHHiBH379iU4OJiVK1fi7e2Noii89957nDlzxnae0WgEwNm5aGP9dBot4MDGT5UKrapM5dVCCCGEEHdVJhLBlJQUhg8fTo8ePYiJibEtFaNSqYiLi2POnDncuHGDtLQ0pk+fTocOHfD3L9oSMDU8amK0mhxRfRRFwWwxEeAW4JDyhRBCCCEcoUwkgj/88AMJCQl8+eWXhIWF2f6NHTuW2bNn4+LiwsMPP0ynTp1wdnbmnXfeKXKM2l4haNWOabEzWo146b2o4uzlkPKFEEIIIRyhTPRlDhs2jGHDht3x8ffee++eY9TxegBFsWJRLGhUmnsu73YZpgy6Bneza5lCCCGEEI5WJloES4KXsxftqrUnPSfNruXemnTdp25/u5YrhBBCCOFolSYRBBhQfwhWrFishZ85XJA0YyqhPvWo53Pvi14LIYQQQpSkSpUINvRrRM/avUjNSbFLeSaLCQV4tdXrsgOCEEIIIcqdSpUIAjwX9gKB7kGk3GMyaLFaSDWmMKrpGGpVqW2n2gkhhBBClJxKlwi669xZGPkBPnofEg2JFGdjFaPFSHJOEk/WG8TjoQMcUEshhBBCCMerdIkgQKBbEEs7L6epfzOSDIkYzIZCXacoCimGZLLMWYwPn8joZmOlS1gIIYQQ5VaZWD6mNPi7+rMo8kPWn/6BDw4tJtmQhFqlwVXrik6tsyV4VsWKwZxNliUblQJhAeG8EjGZGh73l/IdCCGEEELcm0qbCMLNnUui6vSmW60e/H5lBxvPrOevpCM3k0K1Bo1ZhdlsoaZnMK2CWtMjJJqansGlXW0hhBBCCLuo1IngLTqNjg41OtKhRkcA0nPSyDZnc59/FUw3NDhpnEq5hkIIIYQQ9ieJYD48navg6VwFfzcPErJulHZ1hBBCCCEcolJOFhFCCCGEEJWoRVCtLt7s3uJeV1wVOV5FvjeJJ/EqWrySrp8QonSolOIspCeEEEIIIco96RoWQgghhKikJBEUQgghhKikJBEUQgghhKikJBEUQgghhKikJBEUQgghhKikJBEUQgghhKikJBEUQgghhKikJBEUQgghhKikJBEUQoi7SE9PJy0trbSrIYQQDlHpE8HJkyfz1ltvOaz8yMhImjRpQlhYWK5/y5cvd0i9QkNDadSoESkpKXke69u3L6GhoSQnJxe53MJ66623qFevHseOHbN72aV9b+D498u9xL106VKxnwNHvm63S0pKYsqUKbRp04ZmzZrRqVMn3n33XXJychwad+/evYwYMYLw8HDCw8Pp378/P/zwQ6Gu7dy5MxcuXCjwvNDQUCZOnJjn+ODBg/n000+LXOfCxGvatClhYWE0a9aMVq1a8fzzz3Pu3Dm7xxJCVFyVPhEsCXPmzOHAgQO5/g0bNsxh8dzc3Pjpp59yHTt9+jRnz551WEyArKwsNmzYQJ8+fVi5cqVDYpTWvVVkJfG63TJ+/HgANm3axMGDB/nkk0/47bffmDFjhsNi/vjjj4wZM4aHH36YX375hT179jBu3DgWLVpETExMgdenpqYWOtbatWvZtGnTvVS3SD7//HMOHDjAwYMH2bx5M9WrV2fAgAEkJCSUWB2EEOWbJIJ/y8nJ4e2336ZLly40a9aMyMhI1q1bB9xsaQkLC2PFihU89NBDtGrVismTJ2Myme4p5rVr1xgzZgytWrWiU6dOLFu2jNu3fo6Pj+epp54iLCyMgQMHFvqbfrdu3Vi/fn2uY+vWraNr1665ju3evZsBAwbQunVrwsLCGDVqFOnp6cDNFqjx48cTGRlJ586dMRqNBcbduHEjISEhPPvss2zcuNHWMrV79266du3KzJkzad68OR07duTbb7+1XRcZGcnrr79Oq1atePnllx16b/Hx8dSvX5/z58/bzt20aRM9evQo8P5ut2jRIp599lnbz7e3xjnq/VJQ3OK62+sWFhaW69zIyEhbIn7mzBkGDhxI8+bN6devH7Nnz2bw4MF3jXXo0CEeeeQRqlSpAkCtWrV49dVX8fLyAmDfvn089thjhIeHEx0dzY4dO3LFXrx4MZGRkYSHhzNx4kQyMzPvGs9gMDBt2jTefPNNnnzySTw9PdFoNLRt25ZPPvmEzz77jKNHjxIfH8+YMWMIDw+nbdu2zJ8/H0VRiIqKAmDQoEG2vwd38/jjj/PGG28QHx+f7+MWi4XFixfTsWNHWrZsyYgRI2xfYl555ZVcrb5Wq5UOHToQGxtbYFwALy8vJk+eTK1atVixYoXt+OrVq+natSsREREMHz4813v/1vMdFhZG165d+fHHHwsVSwhRcUgi+Ldly5YRFxfHN998w/79+xk6dCjTpk2zfXhnZWVx9OhRtmzZwhdffMHWrVvZsmVLseNZLBZGjRpFUFAQsbGxfPrpp3z99de5uqt27NjB6NGj2b17Nw0bNuSFF17IlSjeSdeuXYmLi+Py5csAKIrC+vXr6dWrl+2crKwsxowZw6BBg9i5cyebN2/m3LlzfPXVV7Zzdu7cyRdffMGaNWtwcnIqMO5XX33FY489Rs2aNQkPD+frr7+2PXbu3DkMBgM7d+5kzpw5vPXWW+zbty/X49u2bePNN9906L0FBATQqlUrNm7caDt//fr1tg98e7H3+8WR7va63YnZbOa5556jSZMm7Nq1i9dff501a9YUeF337t2ZPHkys2bNYuvWrSQnJxMREcFLL73E1atXefrppxkyZAh79uxhwoQJjBs3Llfism7dOlasWMHPP//MpUuXmDVr1l3jHThwgKysLDp37pznsVq1ahEWFsbPP//M2LFjcXV1JTY2ljVr1rBx40bWrFljS/4+//zzQr1H+vfvT4sWLZg0aVK+v6sLFy5kw4YNLFu2jB07dtC4cWNGjBhBVlYWvXv35qeffsJsNgM3E3GLxULbtm0LjHu7Dh06sGfPHgC2bNnCggULeO+99/jtt9948MEHGTlyJCaTiaSkJEaOHEl0dDR79+5l+vTpTJkyJdfzLYSo+CQR/NuTTz7J+++/j4eHB1evXsXFxYWMjIxcLQ7PPPMMLi4u1KlThyZNmhS6O3Ly5Mm0aNHC9m/YsGEcOXKEc+fOMWnSJJydnQkODmbYsGG5PoQfffRRWrVqhZOTEy+99BJnzpzh+PHjBcZzd3fnX//6l63lbM+ePVStWpVq1arZznF2dua7776je/fuZGRkcP36dby9vbl+/brtnIiICIKCgvDw8CgwZlxcHJcuXaJ79+4ADBgwgFWrVtk+1JycnJg8eTLOzs5ERETQpUsXNmzYYLu+c+fOuLi4FBjLHvcWHR1tSwTT0tLYsWOH3RNBKP77pSQV9LrdycGDB7l+/Trjx4/HycmJJk2a0L9//wLjzZgxg4kTJ3LmzBkmTJhAmzZtePLJJ4mLi2P9+vWEhYXRo0cPNBoN7dq1o3379rkSzGeeeYb7778fb29vnn/+eTZu3HjXL0eJiYl4eXmh0+nyfdzf35+DBw9y8OBBJk6ciJubGwEBAXz88ce0a9euwPvJz/Tp0zl58mSuVrlb1q5dy3PPPUetWrVwcnJi7NixmEwmdu7cSevWrdHpdPz+++/AzaQ3KioKjUZTpPheXl62yS2rV69m8ODBNGjQACcnJ0aOHElmZiZ79uxh27Zt+Pv7M3DgQLRaLREREXz55Zf4+voW676FEOWTtrQrUFZkZGTw1ltvcfDgQapXr06tWrWAm90zt/j4+Nj+r9VqC9U6BxATE8MjjzyS69iPP/5ITk4OrVu3th2zWq22LjKAqlWr2v6v1+vx8vIiPj6eevXqFRgzKiqKefPmMWrUKNauXZurxQxAo9EQGxvL8uXLsVgs1K9fn4yMjFz36+fnV6j7g5utSpmZmURGRgI3W+qSkpLYvHkzfn5++Pv74+rqajs/MDAwV8tDUWLd67116dKFadOmcezYMQ4fPkxYWBiBgYGFjl9YxX2/lKSCXrc7iY+Px9/fP1dLcbVq1Th06NBd46nVanr37k3v3r2xWCwcO3aMjz/+mOHDhxMZGcmePXto0aKF7XyLxZKrNa9mzZq2/wcEBJCVlUVmZibu7u75xvPz8yMpKQmj0Zhvq/aVK1dwd3dHq9Xi7+9vOx4cHHzX+7gbHx8fZs6cyQsvvECbNm1yPZaYmJjrS4tarSYoKIirV6+iVquJjo5mw4YNtGrVii1btuRqoS+spKQkvL29gZv39+GHH/LJJ5/YHjeZTFy5coWUlBSCgoJyXduwYcMixxNClG+VLhH84YcfSE9PZ8iQIcDNP4p6vZ7XX3+dGjVqsGTJEnQ6HXFxcblarOztvvvuw8vLi507d9qOpaSkYDAYbD/f3jqXlZVFSkpKrg+Ru2nfvj2vvvoqBw8eJDY2lldffTXXoPcDBw4wb948vv32W0JCQgAYNWpUrjJUKlWhYmVkZLBhwwaWLl3KAw88YDu+bNkyVq5cyUsvvURKSgomk8nWMnPlypVcyVdhY9nj3tzc3OjUqRObN2/m8OHDREdH3zHWnd4varU6V6tZUSYUFEZJxC3odZswYUKuWIqi2FqaAgMDSUhIyPWaXrt27a7xYmNjeeWVV9i+fTsuLi5oNBoaNmzIjBkzaN68OdWrVycyMpKFCxfarrly5UquLxC3/05cuXIFDw+POyaBAOHh4Xh6erJ27do8LZbHjx/nyJEjrFixgh07dpCYmGhLfn/55Reys7NtLaVF1aFDB/r06cMrr7ySq/5Vq1bl0qVLtmTXYrFw5coVW9xevXrRv39/HnroIWrWrEndunWLHHv79u20atUKuPl3ZuDAgQwcOND2+JkzZwgKCmLLli15XrN///vfNG/enMaNGxc5rhCifKp0XcOZmZl8+eWXpKWlceXKFfbu3UuDBg3IyMhAr9ej0Wi4fv068+bNAyiwi6y4mjZtire3N4sXL8ZoNJKcnMzo0aOZP3++7ZyNGzeyb98+cnJymDNnDk2aNKFOnTqFKl+n09GtWzemTp1Kq1at8nxY3rhxA7VajbOzM1arlU2bNrFjx45i3e+6deu47777aNu2Lf7+/rZ/jz/+OAcPHuTPP/8kKyuLJUuW2LrBtm7detcEzNH3Fh0dbUsEu3TpcsdYd3q/1KpVi0OHDnHp0iWysrIKXA6oqEoibkGvm9VqxWw285///Aer1cq///1v21CJsLAwgoKCWLhwIUajkaNHj7J69eq7xouIiMDd3Z2pU6dy6dIl4GYL2aJFi6hTpw49e/bkt99+Y9u2bVitVo4ePUrfvn3ZunWrrYxPP/2U69evk5SUxJIlS/K0Bv+Tk5MT06ZNY86cOaxatYr09HRycnL49ddfGT16NE8++SQRERG0bNmSd999l+zsbK5evUpMTIxtSRudTkdGRkaRn99JkyZhMpk4ePCg7VifPn344IMPOHv2LEajkYULF6Ioiq0bunbt2tSpU4e5c+fSu3fvIsVLTk5mxowZXLlyhaeeegqA3r17s2LFCk6dOoWiKGzYsIGoqCiuXbtGhw4dSE5O5quvvsJisbBnzx4WLlxYqKEgQoiKo9K1CPbv359Dhw7RpUsX26zA7t27U6NGDaZOnUp4eDje3t7079+fv/76i9OnT1OjRg2710On07F06VJmzJhB+/btURSFyMhIpk6dajvn4YcfZsaMGZw/f56IiAgWLFhQpBhRUVGsWrWKSZMm5XnsoYceIjo6mt69e6NWq6lXrx6PP/54sdaR+/rrr+nZs2ee48HBwTRv3pyVK1faxly2a9cOLy8vYmJiaNSoUZFj3XKv99a2bVvS09Np3779XVuU7vR+MZvN/Prrr/Tt2xcXFxeef/55u7Ygl0Tcgl631atXM2nSJGbOnMnUqVPp2bMnzZs3B252aS5YsMCWjNetW5c2bdrku8bjLS4uLnzxxRcsXLiQAQMGkJ6ejqurK+3bt2fZsmUEBASwZMkS5s6dy8svv4ynpyfDhg2jb9++tjIaNGjAoEGDSElJoUePHkyYMKHA++zatSu+vr589NFHzJ8/H5PJREhICGPGjKFPnz4AzJ07l+nTp9OxY0d0Oh0DBw60JWL9+vVj1KhRTJw4MVfLWkFcXFx49913eeKJJ2zHRowYgdFoZMSIEaSkpNCkSROWL1+e6z3Yq1cvZsyYwaOPPlpgjEGDBqFW3/w+7+HhwYMPPphrnF90dDQZGRmMGTOG69evU6NGDRYtWmQb+vLxxx8zc+ZM3nnnHQICAnjnnXfuqVtcCFH+qJSyOHBJVCi7d+9m1KhRHDhwoLSrkkvv3r0ZP3487du3L+2qlDvZ2dkcPnzY1gUJMHv2bK5fv87cuXMdEjMyMpKJEyfmGW8rhBCi+Cpd17AQFy5c4NtvvyU1NbXIS3OIm7RaLaNHj7Ytnnz69GnWr1/PQw89VMo1E0IIURSVrmtYiHfffZe9e/cyZ86cIi/NIW7S6XQsXryY2bNn2xaEHjJkSLHHfQohhCgd0jUshBBCCFFJSdewEEIIIUQlJYmgEEIIIUQlJYmgEEIIIUQlJYmgEGXcsWPH2LVrl+3n0NBQfvnll1KskRBCiIpCEkEhyrjRo0dz6tSp0q6GEEKICkgSQSGEEEKISkoSQSGKKDQ0lE2bNhEVFUWTJk0YOnQoV69eZcqUKYSFhREZGcnPP/9sOz8xMZFJkybRunVrmjdvzosvvsj169dzlbdmzRr69OlD48aNiYqKsu3CMnjwYC5fvszbb7/N4MGDbdccOXKEfv360bhxY3r06MHevXtL7gkQQghRYcg6gkIUUWhoKNWrVycmJga9Xs8zzzyD1Wrl6aefplOnTnz44YfExsaya9cuLBYLvXr1wsvLi8mTJ6MoCjNmzMBisbB69WpUKhWhoaEEBQUxbdo0257XGRkZrFu3jtTUVKKjoxkwYACPP/44Xl5ehIaG4uvry6xZs6hZsyYxMTH89ddfbN++HZVKVdpPjxBCiHJEWgSFKIZBgwYRERFB48aNefDBBwkKCmLkyJGEhIQwePBgUlNTSUhI4Ndff+XcuXPMnTuXRo0a0bhxY+bPn89ff/3F77//bitvwIABdOjQgdq1azNixAiOHz+O0WjEy8sLjUaDm5sbXl5etvOfeeYZOnToQHBwME8//TTx8fEkJyeXxlMhhBCiHJNEUIhiqFGjhu3/er0+z88ARqORU6dOUbVqVQICAmyPBwYGUq1aNU6ePGk7FhwcbPu/u7s7AGazuVDxPT09ATAYDMW8GyGEEJWVJIJCFMM/9yhWq/P/VXJ2ds73uNVqxWq12n7W6XR5zrnbqI389kiWUR5CCCGKShJBIRwoJCSEK1euEB8fbzt27do1rl69SkhISCnWTAghhJBEUAiHatOmDaGhobz88sscOXKEP//8k5deeong4GBat25dqDLc3Nw4ffo0SUlJDq6tEEKIykYSQSEcSKVS8f777+Pj48PgwYMZNmwYgYGBrFixAicnp0KVMWTIENatW8eIESMcXFshhBCVjSwfI4QQQghRSUmLoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJSWJoBBCCCFEJfX/XR9mzBKhLbUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# month figure making similar as year period figure\n",
    "rate_period = df_period['total_num'].tolist()\n",
    "size = 1.5\n",
    "for i in range(len(rate_period)):\n",
    "    rate_period[i] = rate_period[i] * size\n",
    "df_period.plot.scatter(x = 'month', y = 'average_revenue', c='green', s = rate_period, alpha = 0.75)\n",
    "plt.xlim(0.5, 12.5)\n",
    "plt.ylim(10, 190)\n",
    "plt.title(\"month VS revenue and number of movies\")\n",
    "plt.xlabel(\"month\")\n",
    "plt.ylabel(\"profit(M)\")\n",
    "plt.xticks((1,2,3,4,5,6,7,8,9,10,11,12), \n",
    "           ('Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'))\n",
    "plt.text(13, 70, 'Note:\\nCircle size correlates with total num.')\n",
    "plt.savefig(\"Output/png/month_vs_revenueAndRating.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# runtime vs revenue\n",
    "# means = df_movies['revenue'].mean()\n",
    "# df_good_movies = df_movies.loc[(df_movies['revenue'] > means * 10), :]\n",
    "# df_good_movies.plot.scatter(x = 'runtime', y = 'revenue')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge movie and credit csv file, it runs too slow so just make the dataframe \n",
    "# and create the new csv and just load them in future\n",
    "# df_total = pd.merge(df_credits, df_movies, on = 'title')\n",
    "# for i in range(1265):\n",
    "#     name_init = 'Unnamed: '\n",
    "#     try:\n",
    "#         df_total = df_total.drop(columns = [name_init + str(i)])\n",
    "#         print(name_initial + str(i))\n",
    "#     except:\n",
    "#         continue\n",
    "# df_total.head()\n",
    "# df_total.to_csv(\"Resources/merged.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_num</th>\n",
       "      <th>average_revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>voting_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Samuel L. Jackson</th>\n",
       "      <td>67.0</td>\n",
       "      <td>1.109007e+10</td>\n",
       "      <td>7.124912</td>\n",
       "      <td>139839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robert De Niro</th>\n",
       "      <td>57.0</td>\n",
       "      <td>2.985704e+09</td>\n",
       "      <td>6.951648</td>\n",
       "      <td>49928.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bruce Willis</th>\n",
       "      <td>51.0</td>\n",
       "      <td>4.680148e+09</td>\n",
       "      <td>6.718977</td>\n",
       "      <td>72017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matt Damon</th>\n",
       "      <td>47.0</td>\n",
       "      <td>4.733154e+09</td>\n",
       "      <td>7.239967</td>\n",
       "      <td>70876.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Morgan Freeman</th>\n",
       "      <td>46.0</td>\n",
       "      <td>6.525978e+09</td>\n",
       "      <td>7.162936</td>\n",
       "      <td>101824.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   total_num  average_revenue    rating  voting_total\n",
       "Samuel L. Jackson       67.0     1.109007e+10  7.124912      139839.0\n",
       "Robert De Niro          57.0     2.985704e+09  6.951648       49928.0\n",
       "Bruce Willis            51.0     4.680148e+09  6.718977       72017.0\n",
       "Matt Damon              47.0     4.733154e+09  7.239967       70876.0\n",
       "Morgan Freeman          46.0     6.525978e+09  7.162936      101824.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# actor dict making\n",
    "# actor dictionary key is a string of actor and content is a list with num, revenue, rating, voting total\n",
    "\n",
    "actor_dict = {}\n",
    "# run the total dataframe by index\n",
    "# try to use json to convert the str to a easier data like list or dict\n",
    "# second loop run all actors in each rows of actor to creat the dict for all actors (similar as year and month)\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        actor = json.loads(df_total['cast'][i])\n",
    "        for j in actor:\n",
    "            name = j['name']\n",
    "            actor_dict = total_count(df_total, name, actor_dict)\n",
    "    except:\n",
    "        continue\n",
    "# calculate the average rate. (because some movie revenues are too high, average profits are not a clear way to check)\n",
    "for i in actor_dict.keys():\n",
    "    if actor_dict[i][3] != 0:\n",
    "        actor_dict[i][2] = actor_dict[i][2] / actor_dict[i][3]\n",
    "#     actor_dict[i][1] = actor_dict[i][1] / actor_dict[i][0]\n",
    "df_actor = convert_df(actor_dict, columns, False, False)\n",
    "df_good_actor = df_actor.sort_values('total_num', ascending = False)\n",
    "df_good_actor.to_csv(\"Output/csv/actor_collect.csv\")\n",
    "df_good_actor.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_good1 = df_good_actor.sort_values('average_revenue', ascending = False).reset_index().head(n = 10)\n",
    "df_good1['average_revenue'] = df_good1['average_revenue'].divide(100000000)\n",
    "plt.bar(df_good1['index'], df_good1['average_revenue'])\n",
    "plt.xticks(rotation = 'vertical')\n",
    "plt.ylabel(\"Total profit(100M)\")\n",
    "plt.title(\"Actor's profit (top 10)\")\n",
    "plt.savefig(\"Output/png/actor's profit.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()\n",
    "# plt.title(genres_key[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initial genres vs actor figure making\n",
    "genres_dict = {}\n",
    "# in here run the whole dataframe to isolate all the actors in each of genres_dict\n",
    "# try to json the genres and actor\n",
    "# run the genres in each row and add actors with the total_num profit rate and total vote in genres dict\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        genres = json.loads(df_total['genres'][i])\n",
    "        actor = json.loads(df_total['cast'][i])\n",
    "        for j in genres:\n",
    "            genres_name = j['name']\n",
    "            for k in actor:\n",
    "                actor_name = k['name']\n",
    "                if actor_name == 'Stan Lee':\n",
    "                    continue\n",
    "                if genres_name in genres_dict.keys():\n",
    "                    genres_dict[genres_name] = total_count(df_total, actor_name, genres_dict[genres_name])\n",
    "                else:\n",
    "                    genres_dict[genres_name] = {}\n",
    "                    genres_dict[genres_name] = total_count(df_total, actor_name, genres_dict[genres_name])\n",
    "    except:\n",
    "        continue\n",
    "# run loop to modify the total profit in G and rating\n",
    "for i in genres_dict.keys():\n",
    "    for j in genres_dict[i].keys():\n",
    "        genres_dict[i][j][1] = genres_dict[i][j][1] / 100000000\n",
    "        if genres_dict[i][j][3] != 0:\n",
    "            genres_dict[i][j][2] = genres_dict[i][j][2] / genres_dict[i][j][3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# final genres vs actor (sorting and modify) for figure dict making\n",
    "genres_actor = {}\n",
    "# find top 5 actors in each of the genres\n",
    "# run the whole genres actors and take out their profit\n",
    "# compare the actor's profit with the smallest profit in the temp if higher then changed it\n",
    "# sort the temp to put the new actor into their correct position and combine to the final dict\n",
    "for i in genres_dict.keys():\n",
    "    temp = [(0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a')]\n",
    "    for j in genres_dict[i]:\n",
    "        temp_tuple = (genres_dict[i][j][1], j)\n",
    "        if temp[4][0] < temp_tuple[0]:\n",
    "            temp[4] = temp_tuple\n",
    "        temp.sort(reverse = True)\n",
    "    genres_actor[i] = temp\n",
    "# use zip to rearrange the data to make the figures\n",
    "for i in genres_actor.keys():\n",
    "    genres_actor[i] = list(zip(genres_actor[i][0], genres_actor[i][1], \n",
    "                               genres_actor[i][2], genres_actor[i][3], genres_actor[i][4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actor profit in different genres figure making\n",
    "# make the subplot here in 4 * 5 figures\n",
    "fig, ((ax1, ax2, ax3, ax4), (ax5, ax6, ax7, ax8), (ax9, ax10, ax11, ax12), (ax13, ax14, ax15, ax16), \n",
    "      (ax17, ax18, ax19, ax20)) = plt.subplots(5, 4, sharex = False, sharey = False, figsize = (15,15))\n",
    "# add suitable distances between each figures\n",
    "plt.subplots_adjust(hspace = 1, wspace = 0.3)\n",
    "# make a list for all subplot so can loop them\n",
    "fig_list = [ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8, ax9, ax10, \n",
    "            ax11, ax12, ax13, ax14, ax15, ax16, ax17, ax18, ax19, ax20]\n",
    "# list the key of genres_actor for loop them\n",
    "genres_key = list(genres_actor.keys())\n",
    "# make the main title\n",
    "fig.suptitle(\"Actor's profits in different Genres (Top five)\", fontsize=16, fontweight=\"bold\")\n",
    "# use the loop to make the sub bar plot and rotate the y tick and make the subtitle and y label\n",
    "for i in range(len(fig_list) - 1):\n",
    "    fig_list[i].bar(genres_actor[genres_key[i]][1], genres_actor[genres_key[i]][0])\n",
    "    fig_list[i].tick_params(axis = 'x', rotation = 45, labelsize = 7)\n",
    "    fig_list[i].set_title(genres_key[i])\n",
    "    fig_list[i].set_ylabel('Total profits(G)')\n",
    "ax20.axis('off')\n",
    "# save the image\n",
    "plt.savefig(\"Output/png/Actor's_revenue_in_genres.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# genres total combined data collection\n",
    "genres_total = {}\n",
    "# use the similar method  for genres total\n",
    "for i in df_total.index:\n",
    "    genres = json.loads(df_total['genres'][i])\n",
    "    for j in genres:\n",
    "        name = j['name']\n",
    "        genres_total = total_count(df_total, name, genres_total)\n",
    "for i in genres_total:\n",
    "    genres_total[i][1] = genres_total[i][1] / genres_total[i][0] /1000000\n",
    "    genres_total[i][2] = genres_total[i][2] / genres_total[i][3]\n",
    "df_genres = convert_df(genres_total, columns, False, False)\n",
    "df_genres = df_genres.sort_values('average_revenue', ascending = False)\n",
    "df_genres['order'] = np.arange(20)\n",
    "df_genres_reset = df_genres.reset_index()\n",
    "df_genres_reset.to_csv(\"Output/csv/genres_collect.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#genres VS revenue figure making\n",
    "# similar method as period figure\n",
    "rating_genres = df_genres['total_num'].tolist()\n",
    "name_list = df_genres_reset['index'].tolist()\n",
    "size = 0.25\n",
    "for i in range(len(rating_genres)):\n",
    "    rating_genres[i] = rating_genres[i] * size\n",
    "df_genres.plot.scatter(x = 'order', y = 'average_revenue', s = rating_genres, \n",
    "                     c = 'seagreen', alpha = 0.75, rot = 90)\n",
    "# plt.xlim(20, 3000)\n",
    "# plt.ylim(20, 2400)\n",
    "plt.title(\"genres VS revenue and total number of movies\")\n",
    "plt.xlabel(\"genres\")\n",
    "plt.ylabel(\"average_profit(M)\")\n",
    "plt.xticks((0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19), \n",
    "           tuple(name_list))\n",
    "plt.text(21, 100, 'Note:\\nCircle size correlates with total num.')\n",
    "plt.savefig(\"Output/png/genres_VS_revenueAndRating.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# budget vs revenue linear regression fig making\n",
    "# remove all the N/A and 0 in budget and revenue\n",
    "df_movies = df_movies.fillna(0)\n",
    "df_nozero = df_movies.loc[df_movies['budget'] != 0,:]\n",
    "df_nozero = df_nozero.loc[df_movies['revenue'] != 0, :]\n",
    "# turn to 100M\n",
    "df_nozero['budget(100M)'] = df_nozero['budget'].divide(10000000)\n",
    "df_nozero['revenue(100M)'] = df_nozero['revenue'].divide(10000000)\n",
    "# linear regression\n",
    "(slope, intercept, lr_r, lr_p, lr_err) = linregress(df_nozero['budget(100M)'], df_nozero['revenue(100M)'])\n",
    "fit = slope * df_nozero['budget(100M)'] + intercept\n",
    "# fit and scatter the data\n",
    "plt.scatter(x = df_nozero['budget(100M)'], y = df_nozero['revenue(100M)'], c = 'red')\n",
    "plt.plot(df_nozero['budget(100M)'], fit, ls = '--', linewidth = 1)\n",
    "plt.title(\"budget VS revenue\")\n",
    "plt.xlabel(\"budget(10M)\")\n",
    "plt.ylabel(\"revenue(10M)\")\n",
    "plt.text(0, 225, ('Linear regression:\\ny={:.2f}*x r={:.2f}').format(slope, lr_r))\n",
    "plt.savefig(\"Output/png/budget_VS_revenue.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>total_num</th>\n",
       "      <th>voting_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.9</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rating  total_num  voting_count\n",
       "1     0.5          1             1\n",
       "2     1.0          2             2\n",
       "3     1.9          1            35\n",
       "4     2.0          6             6\n",
       "5     2.2          1             8"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_dict = {}\n",
    "for i in df_movies.index:\n",
    "    rating = df_movies['vote_average'][i]\n",
    "    if rating in rating_dict.keys():\n",
    "        rating_dict[rating][0] += 1\n",
    "        rating_dict[rating][1] += df_movies['vote_count'][i]\n",
    "    else:\n",
    "        rating_dict[rating] = [1, df_movies['vote_count'][i]]\n",
    "df_rating = pd.DataFrame(rating_dict)\n",
    "df_rating = df_rating.transpose()\n",
    "df_rating = df_rating.rename(columns = {0: 'total_num', 1: 'voting_count'})\n",
    "df_rating = df_rating.sort_index().reset_index().rename(columns = {'index': 'rating'})\n",
    "df_rating = df_rating.drop([0])\n",
    "df_rating.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making the rating and num of movie figure\n",
    "rating_list = df_rating['rating'].tolist()\n",
    "total_rating_list = df_rating['total_num'].tolist()\n",
    "df_no_zero = df_movies.loc[(df_movies['vote_average'] != 0),:]\n",
    "data = df_no_zero['vote_average'].tolist()\n",
    "# fitting the normal distribution\n",
    "mean, std = norm.fit(data)\n",
    "# plot the fig\n",
    "plt.bar(rating_list, total_rating_list, linewidth = 0,\n",
    "        width = 0.1, align = 'center')\n",
    "xmin, xmax = plt.xlim()\n",
    "x = np.linspace(xmin, xmax, 100)\n",
    "p = norm.pdf(x, mean, std) * 530\n",
    "plt.plot(x, p, 'k', linewidth=1, ls = '--')\n",
    "plt.title('rating VS movie_number')\n",
    "plt.xlabel(\"rating\")\n",
    "plt.ylabel(\"movie_number\")\n",
    "plt.text(0, 180, 'Note:\\ndash line repesent\\nnormal distribution')\n",
    "plt.grid()\n",
    "plt.savefig(\"Output/png/rating_VS_movieNum.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# making the data for keyword similar as actor genres so not comment so much\n",
    "keyword_list = []\n",
    "# keyword_genres = {'genres': [{'keyword': [num, revenue, vote_average, vote_count]}]}\n",
    "keyword_genres = {}\n",
    "for i in df_total.index:\n",
    "    keyword = json.loads(df_total['keywords'][i])\n",
    "    genres = json.loads(df_total['genres'][i])\n",
    "    for j in keyword:\n",
    "        keyword_list.append(j['name'])\n",
    "    for j in genres:\n",
    "        genres_name = j['name']\n",
    "        for k in keyword:\n",
    "            keyword_name = k['name']\n",
    "            if genres_name in keyword_genres.keys():\n",
    "                keyword_genres[genres_name] = total_count(df_total, keyword_name, keyword_genres[genres_name])\n",
    "            else:\n",
    "                keyword_genres[genres_name] = {}\n",
    "                keyword_genres[genres_name] = total_count(df_total, keyword_name, keyword_genres[genres_name])\n",
    "for i in keyword_genres.keys():\n",
    "    for j in keyword_genres[i].keys():\n",
    "        keyword_genres[i][j][1] = keyword_genres[i][j][1] / 1000000000\n",
    "        if keyword_genres[i][j][3] != 0:\n",
    "            keyword_genres[i][j][2] = keyword_genres[i][j][2] / keyword_genres[i][j][3]\n",
    "keyword_top = {}\n",
    "for i in keyword_genres.keys():\n",
    "    temp = [(0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a')]\n",
    "    for j in keyword_genres[i]:\n",
    "        temp_tuple = (keyword_genres[i][j][1], j)\n",
    "        if temp[9][0] < temp_tuple[0]:\n",
    "            temp[9] = temp_tuple\n",
    "        temp.sort(reverse = True)\n",
    "    keyword_top[i] = temp\n",
    "for i in keyword_top.keys():\n",
    "    keyword_top[i] = list(zip(keyword_top[i][0], keyword_top[i][1], keyword_top[i][2], keyword_top[i][3], \n",
    "                              keyword_top[i][5], keyword_top[i][6], keyword_top[i][7], keyword_top[i][8],\n",
    "                              keyword_top[i][9]\n",
    "                             ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# similar to actor genres not comment\n",
    "fig, ((axs1, axs2, axs3, axs4), (axs5, axs6, axs7, axs8), (axs9, axs10, axs11, axs12), (axs13, axs14, axs15, axs16), \n",
    "      (axs17, axs18, axs19, axs20)) = plt.subplots(5, 4, sharex = False, sharey = False, figsize = (15,15))\n",
    "plt.subplots_adjust(hspace = 1.1, wspace = 0.4)\n",
    "fig_list1 = [axs1, axs2, axs3, axs4, axs5, axs6, axs7, axs8, axs9, axs10, \n",
    "            axs11, axs12, axs13, axs14, axs15, axs16, axs17, axs18, axs19, axs20]\n",
    "keyword_key = list(keyword_top.keys())\n",
    "fig.suptitle(\"Keyword's revenue in different Genres (Top five)\", fontsize=16, fontweight=\"bold\")\n",
    "for i in range(len(fig_list1) - 1):\n",
    "    fig_list1[i].bar(keyword_top[keyword_key[i]][1], keyword_top[keyword_key[i]][0])\n",
    "    fig_list1[i].tick_params(axis = 'x', rotation = 90, labelsize = 7)\n",
    "    fig_list1[i].set_title(keyword_key[i])\n",
    "    fig_list1[i].set_ylabel('Total Profit(G)')\n",
    "axs20.axis('off')\n",
    "plt.savefig(\"Output/png/keyword's_revenue_in_genres.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# wordcloud making fig for keyword list\n",
    "wordcloud = WordCloud().generate(\"\".join(keyword_list))\n",
    "# Display the generated image:\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.savefig(\"Output/png/keyword_wordcloud.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# making the total num of keyword and actor for each movie\n",
    "total_actor_dict = {}\n",
    "total_keyword_dict = {}\n",
    "for i in df_total.index:\n",
    "    total_actor = 0\n",
    "    total_keyword = 0\n",
    "    try:\n",
    "        actor = json.loads(df_total['cast'][i])\n",
    "        keyword = json.loads(df_total['keywords'][i])\n",
    "        for j in actor:\n",
    "            total_actor += 1\n",
    "        id = df_total['id'][i]\n",
    "        total_actor_dict[id] = total_actor\n",
    "        for j in keyword:\n",
    "            total_keyword += 1\n",
    "        total_keyword_dict[id] = total_keyword\n",
    "    except:\n",
    "        continue\n",
    "df_movies['num_actor'] = df_movies['id'].map(total_actor_dict)\n",
    "df_movies['num_keywords'] = df_movies['id'].map(total_keyword_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making the budget vs revenue fig similar as budget vs revenue\n",
    "df_nozero_1 = df_movies.loc[df_movies['vote_count'] != 0,:]\n",
    "df_nozero_1 = df_nozero.loc[df_movies['revenue'] != 0, :]\n",
    "df_nozero_1['revenue(M)'] = df_nozero_1['revenue'].divide(1000000)\n",
    "(slope, intercept, lr_r, lr_p, lr_err) = linregress(df_nozero_1['vote_count'], df_nozero_1['revenue(M)'])\n",
    "fit = slope * df_nozero_1['vote_count'] + intercept\n",
    "plt.scatter(x = df_nozero_1['vote_count'], y = df_nozero_1['revenue(M)'], c = 'red')\n",
    "plt.plot(df_nozero_1['vote_count'], fit, ls = '--', linewidth = 1)\n",
    "plt.title(\"total vote num VS revenue\")\n",
    "plt.xlabel(\"total vote num\")\n",
    "plt.ylabel(\"revenue(M)\")\n",
    "plt.text(15, 2500, ('Linear regression:\\ny={:.2f}*x r={:.2f}').format(slope, lr_r))\n",
    "plt.savefig(\"Output/png/total_vote_VS_revenue.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# correlation first as initial\n",
    "cor_format = df_movies.corr()\n",
    "# sort correlation around revenue\n",
    "# here is a bug for plt so there is a cutoff and use ylim to fit it \n",
    "# but the order is different so use smallest and invert_xaxis to fix this bug\n",
    "col_name = cor_format.nsmallest(18, 'revenue')['revenue'].index\n",
    "# use np to make the list for the correlation\n",
    "cor_num = np.corrcoef(df_movies[col_name].dropna(how = 'any').values.T)\n",
    "# making the figures\n",
    "plt.figure(figsize = (12,9))\n",
    "sb.set(font_scale = 1.2)\n",
    "ax = sb.heatmap(cor_num, cbar = True, annot = True, square = True, fmt = '.2f', \n",
    "                annot_kws = {'size': 15}, linewidth = 0.1, cmap = 'coolwarm',\n",
    "                yticklabels = col_name.values, xticklabels = col_name.values)\n",
    "plt.title(\"Correlation coeffiencts\")\n",
    "ax.invert_xaxis()\n",
    "plt.ylim(0,len(cor_num))\n",
    "plt.savefig(\"Output/png/correlation_heatmap.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_num</th>\n",
       "      <th>average_revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>voting_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Steven Spielberg</th>\n",
       "      <td>27.0</td>\n",
       "      <td>7.664893e+09</td>\n",
       "      <td>7.225633</td>\n",
       "      <td>59771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peter Jackson</th>\n",
       "      <td>9.0</td>\n",
       "      <td>5.455643e+09</td>\n",
       "      <td>7.590605</td>\n",
       "      <td>45533.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James Cameron</th>\n",
       "      <td>7.0</td>\n",
       "      <td>5.373669e+09</td>\n",
       "      <td>7.378455</td>\n",
       "      <td>32819.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michael Bay</th>\n",
       "      <td>12.0</td>\n",
       "      <td>4.572525e+09</td>\n",
       "      <td>6.328244</td>\n",
       "      <td>26845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christopher Nolan</th>\n",
       "      <td>8.0</td>\n",
       "      <td>3.472483e+09</td>\n",
       "      <td>7.945184</td>\n",
       "      <td>62653.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   total_num  average_revenue    rating  voting_total\n",
       "Steven Spielberg        27.0     7.664893e+09  7.225633       59771.0\n",
       "Peter Jackson            9.0     5.455643e+09  7.590605       45533.0\n",
       "James Cameron            7.0     5.373669e+09  7.378455       32819.0\n",
       "Michael Bay             12.0     4.572525e+09  6.328244       26845.0\n",
       "Christopher Nolan        8.0     3.472483e+09  7.945184       62653.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director_dict = {}\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        director = json.loads(df_total['crew'][i])\n",
    "        for j in director:\n",
    "            if j['job'] == 'Director':\n",
    "                name = j['name']\n",
    "                director_dict = total_count(df_total, name, director_dict)\n",
    "    except:\n",
    "        continue\n",
    "for i in director_dict.keys():\n",
    "    if director_dict[i][3] != 0:\n",
    "        director_dict[i][2] = director_dict[i][2] / director_dict[i][3]\n",
    "#     actor_dict[i][1] = actor_dict[i][1] / actor_dict[i][0]\n",
    "df_director = convert_df(director_dict, columns, False, False)\n",
    "df_good_director = df_director.sort_values('average_revenue', ascending = False)\n",
    "df_good_director.to_csv(\"Output/csv/director_collect.csv\")\n",
    "df_good_director.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_good2 = df_good_director.sort_values('average_revenue', ascending = False).reset_index().head(n = 10)\n",
    "df_good2['average_revenue'] = df_good2['average_revenue'].divide(100000000)\n",
    "plt.bar(df_good2['index'], df_good2['average_revenue'])\n",
    "plt.xticks(rotation = 'vertical')\n",
    "plt.ylabel(\"Total profit(100M)\")\n",
    "plt.title(\"Director's profit(top 10)\")\n",
    "plt.savefig(\"Output/png/director_profit.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initial genres vs actor figure making\n",
    "genres_dir = {}\n",
    "# in here run the whole dataframe to isolate all the actors in each of genres_dict\n",
    "# try to json the genres and actor\n",
    "# run the genres in each row and add actors with the total_num profit rate and total vote in genres dict\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        genres = json.loads(df_total['genres'][i])\n",
    "        director = json.loads(df_total['crew'][i])\n",
    "        for j in genres:\n",
    "            genres_name = j['name']\n",
    "            for k in director:\n",
    "                if k['job'] == 'Director':\n",
    "                    actor_name = k['name']\n",
    "#                     if actor_name == 'Stan Lee':\n",
    "#                         continue\n",
    "                    if genres_name in genres_dir.keys():\n",
    "                        genres_dir[genres_name] = total_count(df_total, actor_name, genres_dir[genres_name])\n",
    "                    else:\n",
    "                        genres_dir[genres_name] = {}\n",
    "                        genres_dir[genres_name] = total_count(df_total, actor_name, genres_dir[genres_name])\n",
    "    except:\n",
    "        continue\n",
    "# run loop to modify the total profit in G and rating\n",
    "for i in genres_dir.keys():\n",
    "    for j in genres_dir[i].keys():\n",
    "        genres_dir[i][j][1] = genres_dir[i][j][1] / 100000000\n",
    "        if genres_dir[i][j][3] != 0:\n",
    "            genres_dir[i][j][2] = genres_dir[i][j][2] / genres_dir[i][j][3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# final genres vs actor (sorting and modify) for figure dict making\n",
    "genres_dir_sort = {}\n",
    "# find top 5 actors in each of the genres\n",
    "# run the whole genres actors and take out their profit\n",
    "# compare the actor's profit with the smallest profit in the temp if higher then changed it\n",
    "# sort the temp to put the new actor into their correct position and combine to the final dict\n",
    "for i in genres_dir.keys():\n",
    "    temp = [(0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a')]\n",
    "    for j in genres_dir[i]:\n",
    "        temp_tuple = (genres_dir[i][j][1], j)\n",
    "        if temp[4][0] < temp_tuple[0]:\n",
    "            temp[4] = temp_tuple\n",
    "        temp.sort(reverse = True)\n",
    "    genres_dir_sort[i] = temp\n",
    "# use zip to rearrange the data to make the figures\n",
    "for i in genres_dir_sort.keys():\n",
    "    genres_dir_sort[i] = list(zip(genres_dir_sort[i][0], genres_dir_sort[i][1], \n",
    "                               genres_dir_sort[i][2], genres_dir_sort[i][3], genres_dir_sort[i][4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actor profit in different genres figure making\n",
    "# make the subplot here in 4 * 5 figures\n",
    "fig, ((axl1, axl2, axl3, axl4), (axl5, axl6, axl7, axl8), (axl9, axl10, axl11, axl12), (axl13, axl14, axl15, axl16), \n",
    "      (axl17, axl18, axl19, axl20)) = plt.subplots(5, 4, sharex = False, sharey = False, figsize = (15,15))\n",
    "# add suitable distances between each figures\n",
    "plt.subplots_adjust(hspace = 1, wspace = 0.3)\n",
    "# make a list for all subplot so can loop them\n",
    "fig_list = [axl1, axl2, axl3, axl4, axl5, axl6, axl7, axl8, axl9, axl10, \n",
    "            axl11, axl12, axl13, axl14, axl15, axl16, axl17, axl18, axl19, axl20]\n",
    "# list the key of genres_actor for loop them\n",
    "genres_key = list(genres_dir_sort.keys())\n",
    "# make the main title\n",
    "fig.suptitle(\"Director's profits in different Genres (Top five)\", fontsize=16, fontweight=\"bold\")\n",
    "# use the loop to make the sub bar plot and rotate the y tick and make the subtitle and y label\n",
    "for i in range(len(fig_list) - 1):\n",
    "    fig_list[i].bar(genres_dir_sort[genres_key[i]][1], genres_dir_sort[genres_key[i]][0])\n",
    "    fig_list[i].tick_params(axis = 'x', rotation = 45, labelsize = 7)\n",
    "    fig_list[i].set_title(genres_key[i])\n",
    "    fig_list[i].set_ylabel('Total profits(G)')\n",
    "axl20.axis('off')\n",
    "# save the image\n",
    "plt.savefig(\"Output/png/Director's_revenue_in_genres.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
